CLAIMBOUND / SOURCE-PUBLICATION EVIDENCE

Anti-corruption

70 distinct source statements, not 70 independently proven facts. 70 results use an official primary source; 0 retain their explicitly limited Wikidata publication boundary.

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CB7K-DOM043-C01registry slot CB7K-DOM043-T01-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

1. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 4

Narrow public claim

Corrigenda to OECD publications may be found on line at: www.oecd.org/about/publishing/corrigenda.htm.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 4
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Corrigenda to OECD publications may be found on line at: www.oecd.org/about/publishing/corrigenda.htm.
CB7K-DOM043-C02registry slot CB7K-DOM043-T01-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

2. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9

Narrow public claim

Anti-corruption and integrity strategy as a proxy of political will 23 Box 8.1.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 9
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Anti-corruption and integrity strategy as a proxy of political will 23 Box 8.1.
CB7K-DOM043-C03registry slot CB7K-DOM043-T01-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

3. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9

Narrow public claim

Corporate anti-corruption engagement in support of the green transition 68 Box 9.1.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 9
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Corporate anti-corruption engagement in support of the green transition 68 Box 9.1.
CB7K-DOM043-C04registry slot CB7K-DOM043-T01-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

4. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9

Narrow public claim

Existing uses of AI to uphold integrity in OECD countries 72 Box 9.2.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 9
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Existing uses of AI to uphold integrity in OECD countries 72 Box 9.2.
CB7K-DOM043-C05registry slot CB7K-DOM043-T01-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

5. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9

Narrow public claim

Tax administrations’ use of Artificial Intelligence to combat fraud and corruption 73 Box 10.1.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 9
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Tax administrations’ use of Artificial Intelligence to combat fraud and corruption 73 Box 10.1.
CB7K-DOM043-C06registry slot CB7K-DOM043-T01-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

6. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19

Narrow public claim

The indicators measure the preparedness and resilience of the public integrity system at the national level to prevent corruption, mismanagement and waste of public funds, and the likelihood of detecting and mitigating various corruption risks by different actors.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 19
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
The indicators measure the preparedness and resilience of the public integrity system at the national level to prevent corruption, mismanagement and waste of public funds, and the likelihood of detecting and mitigating various corruption risks by different actors.
CB7K-DOM043-C07registry slot CB7K-DOM043-T01-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

7. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19

Narrow public claim

Across the various indicators, a total of 203 standard criteria and 13 numerical indicators across the three datasets have been defined to express what constitutes effective laws, regulations, procedures and institutions.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 19
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Across the various indicators, a total of 203 standard criteria and 13 numerical indicators across the three datasets have been defined to express what constitutes effective laws, regulations, procedures and institutions.
CB7K-DOM043-C08registry slot CB7K-DOM043-T01-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

8. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19

Narrow public claim

These criteria are both benchmarks to prompt peer learning as well as concrete steps for any country to take to continue to improve their systems.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 19
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
These criteria are both benchmarks to prompt peer learning as well as concrete steps for any country to take to continue to improve their systems.
CB7K-DOM043-C09registry slot CB7K-DOM043-T01-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

9. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19

Narrow public claim

In addition to these checklist-type indicators, the PIIs also include more outcome-oriented indicators drawing on administrative data and surveys.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 19
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
In addition to these checklist-type indicators, the PIIs also include more outcome-oriented indicators drawing on administrative data and surveys.
CB7K-DOM043-C10registry slot CB7K-DOM043-T01-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

10. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19

Narrow public claim

The PIIs measure both, and can therefore document if implementation is lagging, or cases where practice works well even without strong regulations.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 19
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
The PIIs measure both, and can therefore document if implementation is lagging, or cases where practice works well even without strong regulations.
CB7K-DOM043-C11registry slot CB7K-DOM043-T02-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

11. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19

Narrow public claim

This allows the PIIs to document availability and quality of data in each OECD Member country, and where on average the OECD is facing a data gap.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 19
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
This allows the PIIs to document availability and quality of data in each OECD Member country, and where on average the OECD is facing a data gap.
CB7K-DOM043-C12registry slot CB7K-DOM043-T02-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

12. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 20

Narrow public claim

Note While not covered in this iteration, Serious Organised Crime is another significant change driver in many jurisdictions and could be addressed in future editions of the Outlook.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 20
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Note While not covered in this iteration, Serious Organised Crime is another significant change driver in many jurisdictions and could be addressed in future editions of the Outlook.
CB7K-DOM043-C13registry slot CB7K-DOM043-T02-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

13. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25

Narrow public claim

Anti-corruption and integrity strategy as a proxy of political will Principle 3 of the OECD Recommendation on Public Integrity calls for countries to take a strategic approach to mitigating integrity risks in the public sector.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 25
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Anti-corruption and integrity strategy as a proxy of political will Principle 3 of the OECD Recommendation on Public Integrity calls for countries to take a strategic approach to mitigating integrity risks in the public sector.
CB7K-DOM043-C14registry slot CB7K-DOM043-T02-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

14. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25

Narrow public claim

Once identified, countries should develop a strategy outlining objectives and priorities, with adequate institutional set up, action plans, monitoring and evaluation.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 25
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Once identified, countries should develop a strategy outlining objectives and priorities, with adequate institutional set up, action plans, monitoring and evaluation.
CB7K-DOM043-C15registry slot CB7K-DOM043-T02-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

15. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25

Narrow public claim

“Responsibilities (Principle 2) – under which public sector organisations co-ordinate well with each other, with well-defined responsibilities making clear “who does what”.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 25
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
“Responsibilities (Principle 2) – under which public sector organisations co-ordinate well with each other, with well-defined responsibilities making clear “who does what”.
CB7K-DOM043-C16registry slot CB7K-DOM043-T02-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

16. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25

Narrow public claim

“Whole of society” (Principle 5) – promote a society-wide culture under which businesses, individuals and non-governmental actors uphold public integrity and do not tolerate corruption.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 25
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
“Whole of society” (Principle 5) – promote a society-wide culture under which businesses, individuals and non-governmental actors uphold public integrity and do not tolerate corruption.
CB7K-DOM043-C17registry slot CB7K-DOM043-T02-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

17. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25

Narrow public claim

An effective strategic approach to fighting corruption should be developed in consultation with key stakeholders, adequately implemented and monitored.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 25
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
An effective strategic approach to fighting corruption should be developed in consultation with key stakeholders, adequately implemented and monitored.
CB7K-DOM043-C18registry slot CB7K-DOM043-T02-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

18. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25

Narrow public claim

A key indication of political commitment is the adoption of a strategic framework by the Government, defined as the highest political level (often called “Council of Ministers”).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 25
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
A key indication of political commitment is the adoption of a strategic framework by the Government, defined as the highest political level (often called “Council of Ministers”).
CB7K-DOM043-C19registry slot CB7K-DOM043-T02-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

19. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 26

Narrow public claim

Data for ‘Other areas’ are based on country values for the criterion “Strategies for any of the following sectors have at least one first-level objective aimed at mitigating public integrity risks: (a) infrastructure, (b) housing, (c) health, (d) education, (e) taxation, (f) customs”.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 26
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
Data for ‘Other areas’ are based on country values for the criterion “Strategies for any of the following sectors have at least one first-level objective aimed at mitigating public integrity risks: (a) infrastructure, (b) housing, (c) health, (d) education, (e) taxation, (f) customs”.
CB7K-DOM043-C20registry slot CB7K-DOM043-T02-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

20. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 27

Narrow public claim

The circle represents the aggregate, which includes the implementation rate.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 27
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The circle represents the aggregate, which includes the implementation rate.
CB7K-DOM043-C21registry slot CB7K-DOM043-T03-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

21. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 27

Narrow public claim

How to read: As measured against OECD standards, Latvia fulfils 81% of criteria on quality of strategic framework, 79% on implementation of strategy, and 87% on action plans and monitoring reports.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 27
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
How to read: As measured against OECD standards, Latvia fulfils 81% of criteria on quality of strategic framework, 79% on implementation of strategy, and 87% on action plans and monitoring reports.
CB7K-DOM043-C22registry slot CB7K-DOM043-T03-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

22. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 30

Narrow public claim

The outer circle is based on whether public integrity risks are explicitly addressed in the risk management framework.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 30
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The outer circle is based on whether public integrity risks are explicitly addressed in the risk management framework.
CB7K-DOM043-C23registry slot CB7K-DOM043-T03-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

23. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 30

Narrow public claim

How to read: In Norway, guidelines on fraud and corruption prevention are available as part of internal control processes.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 30
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
How to read: In Norway, guidelines on fraud and corruption prevention are available as part of internal control processes.
CB7K-DOM043-C24registry slot CB7K-DOM043-T03-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

24. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 30

Narrow public claim

However, public integrity risks are not explicitly addressed in the risk management framework.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 30
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
However, public integrity risks are not explicitly addressed in the risk management framework.
CB7K-DOM043-C25registry slot CB7K-DOM043-T03-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

25. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 31

Narrow public claim

Others have full coverage in legislation but do not audit all entities in practice.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 31
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Others have full coverage in legislation but do not audit all entities in practice.
CB7K-DOM043-C26registry slot CB7K-DOM043-T03-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

26. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 31

Narrow public claim

Yet again, many countries do not collect the necessary data to be able to assess this.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 31
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Yet again, many countries do not collect the necessary data to be able to assess this.
CB7K-DOM043-C27registry slot CB7K-DOM043-T03-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

27. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 32

Narrow public claim

The following countries do not collect data for both indicators: Australia, Austria, Denmark, Estonia, Japan, Luxembourg, Spain and Switzerland.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 32
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The following countries do not collect data for both indicators: Australia, Austria, Denmark, Estonia, Japan, Luxembourg, Spain and Switzerland.
CB7K-DOM043-C28registry slot CB7K-DOM043-T03-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

28. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 32

Narrow public claim

How to read: In Ireland, the share of national budget organisations at the central government level covered by internal audit is 100% (blue column), and the share of the national budget organisations that were audited in the past five years is 100% (green dot).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 32
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
How to read: In Ireland, the share of national budget organisations at the central government level covered by internal audit is 100% (blue column), and the share of the national budget organisations that were audited in the past five years is 100% (green dot).
CB7K-DOM043-C29registry slot CB7K-DOM043-T03-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

29. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 33

Narrow public claim

Data for Greece is not available as their central internal audit function was established recently.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 33
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Data for Greece is not available as their central internal audit function was established recently.
CB7K-DOM043-C30registry slot CB7K-DOM043-T03-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

30. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 33

Narrow public claim

How to read: In Mexico, the implementation rate for internal audit recommendations is 100%.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 33
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
How to read: In Mexico, the implementation rate for internal audit recommendations is 100%.
CB7K-DOM043-C31registry slot CB7K-DOM043-T04-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

31. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 36

Narrow public claim

Poland has a definition for lobbying but not for lobbyists, and has sanctions in place for breaches of standards.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 36
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Poland has a definition for lobbying but not for lobbyists, and has sanctions in place for breaches of standards.
CB7K-DOM043-C32registry slot CB7K-DOM043-T04-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

32. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 36

Narrow public claim

How to read: Austria has regulatory definitions for lobbying and lobbyists and sanctions in place for breaches of lobbying standards.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 36
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
How to read: Austria has regulatory definitions for lobbying and lobbyists and sanctions in place for breaches of lobbying standards.
CB7K-DOM043-C33registry slot CB7K-DOM043-T04-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

33. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 36

Narrow public claim

Czechia has neither definitions for lobbyists or lobbying, nor sanctions for breaches of standards in place.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 36
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Czechia has neither definitions for lobbyists or lobbying, nor sanctions for breaches of standards in place.
CB7K-DOM043-C34registry slot CB7K-DOM043-T04-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

34. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 37

Narrow public claim

Even the best lobbying regulations are only effective if they are adhered to.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 37
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Even the best lobbying regulations are only effective if they are adhered to.
CB7K-DOM043-C35registry slot CB7K-DOM043-T04-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

35. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 38

Narrow public claim

Luxembourg's register does disclose the name of the lobbyist but not the company name.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 38
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Luxembourg's register does disclose the name of the lobbyist but not the company name.
CB7K-DOM043-C36registry slot CB7K-DOM043-T04-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

36. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 38

Narrow public claim

Finland's register does disclose the company name but not the name of the lobbyist.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 38
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Finland's register does disclose the company name but not the name of the lobbyist.
CB7K-DOM043-C37registry slot CB7K-DOM043-T04-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

37. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 43

Narrow public claim

Data for monitoring and practice are based on statistics collected to calculate the criteria values for “The submission rate of interest declarations from: members of the Government is 100% for the past six years / members of parliament is at least 90% for the past six years / members of the highest bodies of the judiciary is at least 80% for the past four years / newly appointed or reappointed top-tier civil servants of the executive branch is at least 80% for the past four years.” How to read: Members of government (Ministers) are legally required to disclose private interests in 88% OECD countries.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 43
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Data for monitoring and practice are based on statistics collected to calculate the criteria values for “The submission rate of interest declarations from: members of the Government is 100% for the past six years / members of parliament is at least 90% for the past six years / members of the highest bodies of the judiciary is at least 80% for the past four years / newly appointed or reappointed top-tier civil servants of the executive branch is at least 80% for the past four years.” How to read: Members of government (Ministers) are legally required to disclose private interests in 88% OECD countries.
CB7K-DOM043-C38registry slot CB7K-DOM043-T04-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

38. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 43

Narrow public claim

Among these 88% of countries, the disclosure of private interests is fully monitored in 76% of countries.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 43
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Among these 88% of countries, the disclosure of private interests is fully monitored in 76% of countries.
CB7K-DOM043-C39registry slot CB7K-DOM043-T04-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

39. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 43

Narrow public claim

Among these 76% of countries, the average submission rate of interest disclosures by members of government is 100%.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 43
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Among these 76% of countries, the average submission rate of interest disclosures by members of government is 100%.
CB7K-DOM043-C40registry slot CB7K-DOM043-T04-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

40. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 46

Narrow public claim

Example 2: Austria has adopted regulations on sanctions for breaches of conflict-of-interest violations but has not implemented sanctions in practice.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 46
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Example 2: Austria has adopted regulations on sanctions for breaches of conflict-of-interest violations but has not implemented sanctions in practice.
CB7K-DOM043-C41registry slot CB7K-DOM043-T05-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

41. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 48

Narrow public claim

The outer circle is based on whether post-employment integrity for top-officials is tracked.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 48
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The outer circle is based on whether post-employment integrity for top-officials is tracked.
CB7K-DOM043-C42registry slot CB7K-DOM043-T05-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

42. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 48

Narrow public claim

Countries marked with an asterisk (*) have mandatory cooling-off periods for public officials.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 48
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Countries marked with an asterisk (*) have mandatory cooling-off periods for public officials.
CB7K-DOM043-C43registry slot CB7K-DOM043-T05-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

43. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 48

Narrow public claim

How to read: In Türkiye, post-employment integrity is only tracked for ministers, and not for top-officials, and there are no mandatory cooling-off periods for public officials.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 48
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
How to read: In Türkiye, post-employment integrity is only tracked for ministers, and not for top-officials, and there are no mandatory cooling-off periods for public officials.
CB7K-DOM043-C44registry slot CB7K-DOM043-T05-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

44. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 53

Narrow public claim

Italy did not provide information for the criterion regarding “publicly owned enterprises”.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 53
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Italy did not provide information for the criterion regarding “publicly owned enterprises”.
CB7K-DOM043-C45registry slot CB7K-DOM043-T05-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

45. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 53

Narrow public claim

Data for Belgium, Colombia, Germany, Hungary and New Zealand were not provided.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 53
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Data for Belgium, Colombia, Germany, Hungary and New Zealand were not provided.
CB7K-DOM043-C46registry slot CB7K-DOM043-T05-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

46. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 60

Narrow public claim

These datasets are key to upholding integrity and should be publicly available.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 60
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
These datasets are key to upholding integrity and should be publicly available.
CB7K-DOM043-C47registry slot CB7K-DOM043-T05-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

47. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 60

Narrow public claim

Corruption threats relating to foreign influence and the green transition can only be countered in mature democracies through an insistency on openness.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 60
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Corruption threats relating to foreign influence and the green transition can only be countered in mature democracies through an insistency on openness.
CB7K-DOM043-C48registry slot CB7K-DOM043-T05-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

48. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 62

Narrow public claim

How to read: In countries where trust in government is below 50%, there is a positive correlation between greater levels of transparency of public information and higher trust in government.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 62
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
How to read: In countries where trust in government is below 50%, there is a positive correlation between greater levels of transparency of public information and higher trust in government.
CB7K-DOM043-C49registry slot CB7K-DOM043-T05-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

49. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 62

Narrow public claim

The dots represent countries, and the dotted lines are trendlines for each category.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 62
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The dots represent countries, and the dotted lines are trendlines for each category.
CB7K-DOM043-C50registry slot CB7K-DOM043-T05-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

50. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 63

Narrow public claim

Data should be published in any pre-existing format or language and, where appropriate, by electronic means in formats that are open, machine readable, accessible, findable and reusable, complete with their metadata.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 63
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Data should be published in any pre-existing format or language and, where appropriate, by electronic means in formats that are open, machine readable, accessible, findable and reusable, complete with their metadata.
CB7K-DOM043-C51registry slot CB7K-DOM043-T06-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

51. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70

Narrow public claim

Corporate anti-corruption engagement in support of the green transition By adopting ethical practices and actively engaging in initiatives that promote transparency and accountability, companies can become a valuable ally in the fight against regulatory capture in the forestry sector.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 70
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Corporate anti-corruption engagement in support of the green transition By adopting ethical practices and actively engaging in initiatives that promote transparency and accountability, companies can become a valuable ally in the fight against regulatory capture in the forestry sector.
CB7K-DOM043-C52registry slot CB7K-DOM043-T06-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

52. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70

Narrow public claim

Ethical business practices: private entities can commit to ethical business practices and adhere to environmental standards beyond what is required by regulations.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 70
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Ethical business practices: private entities can commit to ethical business practices and adhere to environmental standards beyond what is required by regulations.
CB7K-DOM043-C53registry slot CB7K-DOM043-T06-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

53. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70

Narrow public claim

The OECD Guidelines for Multinational Enterprises addressed by governments to companies, aim to encourage positive contributions enterprises can make to environmental progress in particular.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 70
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The OECD Guidelines for Multinational Enterprises addressed by governments to companies, aim to encourage positive contributions enterprises can make to environmental progress in particular.
CB7K-DOM043-C54registry slot CB7K-DOM043-T06-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

54. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70

Narrow public claim

Advocacy for stronger regulations: rather than resisting regulations, responsible private sector entities can advocate for robust and comprehensive regulatory frameworks.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 70
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Advocacy for stronger regulations: rather than resisting regulations, responsible private sector entities can advocate for robust and comprehensive regulatory frameworks.
CB7K-DOM043-C55registry slot CB7K-DOM043-T06-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

55. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 73

Narrow public claim

AI has weaknesses and can be used to enable corrupt activities.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 73
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
AI has weaknesses and can be used to enable corrupt activities.
CB7K-DOM043-C56registry slot CB7K-DOM043-T06-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

56. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74

Narrow public claim

Existing uses of AI to uphold integrity in OECD countries Canada Employment Insurance (EI) Sickness Programme AI supports ongoing investigation into the abuses of the EI benefit programme by focusing on identifying fictitious doctor’s notes.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 74
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Existing uses of AI to uphold integrity in OECD countries Canada Employment Insurance (EI) Sickness Programme AI supports ongoing investigation into the abuses of the EI benefit programme by focusing on identifying fictitious doctor’s notes.
CB7K-DOM043-C57registry slot CB7K-DOM043-T06-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

57. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74

Narrow public claim

AI supports a number of activities including identifying risks on some large-scale transactional services, such as repayment claims for Value Added Tax (VAT) and Income Tax Self Assessment.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 74
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
AI supports a number of activities including identifying risks on some large-scale transactional services, such as repayment claims for Value Added Tax (VAT) and Income Tax Self Assessment.
CB7K-DOM043-C58registry slot CB7K-DOM043-T06-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

58. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74

Narrow public claim

UK HMRC are using analytics to help identify risks that need attention and building case packages that are passed to teams of investigators.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 74
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
UK HMRC are using analytics to help identify risks that need attention and building case packages that are passed to teams of investigators.
CB7K-DOM043-C59registry slot CB7K-DOM043-T06-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

59. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74

Narrow public claim

AI also works well to assimilate large amounts of data – this is a newer implementation, important for compliance casework where HMRC are using AI alongside other tools like geo-mapping.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 74
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
AI also works well to assimilate large amounts of data – this is a newer implementation, important for compliance casework where HMRC are using AI alongside other tools like geo-mapping.
CB7K-DOM043-C60registry slot CB7K-DOM043-T06-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

60. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74

Narrow public claim

Swedish Tax Agency (STA) The STA uses artificial intelligence to improve audit and risk-evaluation in relation to free-text information in the 150 000 handwritten income tax returns it receives every year.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 74
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Swedish Tax Agency (STA) The STA uses artificial intelligence to improve audit and risk-evaluation in relation to free-text information in the 150 000 handwritten income tax returns it receives every year.
CB7K-DOM043-C61registry slot CB7K-DOM043-T07-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

61. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74

Narrow public claim

AI is used to interpret and convert handwritten text into digital text and to classify the text into one of around 60 subject categories.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 74
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
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Exact source quote
AI is used to interpret and convert handwritten text into digital text and to classify the text into one of around 60 subject categories.
CB7K-DOM043-C62registry slot CB7K-DOM043-T07-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

62. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74

Narrow public claim

The benefits of this automated interpretation are that information reaches the right competence faster and that quantifying and analysing the content of free-text information is more effective, meaning identifying and processing potential fraud and corruption cases is quicker and more targeted.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 74
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The benefits of this automated interpretation are that information reaches the right competence faster and that quantifying and analysing the content of free-text information is more effective, meaning identifying and processing potential fraud and corruption cases is quicker and more targeted.
CB7K-DOM043-C63registry slot CB7K-DOM043-T07-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

63. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75

Narrow public claim

Tax administrations’ use of Artificial Intelligence to combat fraud and corruption AI is increasing tax administrations’ abilities to combat fraud and corruption by improving risk management processes, supporting taxpayer compliance and reducing taxpayer burdens.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 75
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Tax administrations’ use of Artificial Intelligence to combat fraud and corruption AI is increasing tax administrations’ abilities to combat fraud and corruption by improving risk management processes, supporting taxpayer compliance and reducing taxpayer burdens.
CB7K-DOM043-C64registry slot CB7K-DOM043-T07-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

64. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75

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Compliance risk management More countries are using AI, including machine learning, to understand current and future compliance risks, sharpen risk management, and develop intervention actions.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 75
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Compliance risk management More countries are using AI, including machine learning, to understand current and future compliance risks, sharpen risk management, and develop intervention actions.
CB7K-DOM043-C65registry slot CB7K-DOM043-T07-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

65. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75

Narrow public claim

82.5% of countries surveyed in the OECD’s Tax Administration 2023 report are already using AI for risk assessments and detecting fraud in their tax systems, or are in the implementation phase for future use.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 75
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
82.5% of countries surveyed in the OECD’s Tax Administration 2023 report are already using AI for risk assessments and detecting fraud in their tax systems, or are in the implementation phase for future use.
CB7K-DOM043-C66registry slot CB7K-DOM043-T07-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

66. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75

Narrow public claim

AI is helping facilitate the drive towards self-service, on a real-time and 24/7 basis, and opening new service options for tax administrations that allow more ‘compliance-by-design’ approaches.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 75
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
AI is helping facilitate the drive towards self-service, on a real-time and 24/7 basis, and opening new service options for tax administrations that allow more ‘compliance-by-design’ approaches.
CB7K-DOM043-C67registry slot CB7K-DOM043-T07-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

67. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 79

Narrow public claim

Furthermore, foreign interference can impact the rule of law and the rendering of justice across borders, thereby preventing the prosecution and sanctioning of corrupt individuals and companies.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 79
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Furthermore, foreign interference can impact the rule of law and the rendering of justice across borders, thereby preventing the prosecution and sanctioning of corrupt individuals and companies.
CB7K-DOM043-C68registry slot CB7K-DOM043-T07-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

68. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 80

Narrow public claim

It involves foreign powers trying to secretly and improperly interfere in Australian society to advance their strategic, political, military, social or economic goals, at our expense.” A common understanding and definition of foreign interference could be useful to distinguish it from legitimate foreign influence and reduce the risk of foreign interference through international co-operation.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 80
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
It involves foreign powers trying to secretly and improperly interfere in Australian society to advance their strategic, political, military, social or economic goals, at our expense.” A common understanding and definition of foreign interference could be useful to distinguish it from legitimate foreign influence and reduce the risk of foreign interference through international co-operation.
CB7K-DOM043-C69registry slot CB7K-DOM043-T07-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

69. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 90

Narrow public claim

It also addresses how the shortcomings in integrity systems can impede countries’ responses to these major challenges.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 90
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
It also addresses how the shortcomings in integrity systems can impede countries’ responses to these major challenges.
CB7K-DOM043-C70registry slot CB7K-DOM043-T07-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

70. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 90

Narrow public claim

In providing a snapshot of how countries are performing today, the Outlook supports strategic planning and policy work to strengthen public integrity for the future.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
OECD Anti-Corruption and Integrity Outlook 2024
Section locator
PDF page 90
Captured
2026-08-17
Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In providing a snapshot of how countries are performing today, the Outlook supports strategic planning and policy work to strengthen public integrity for the future.