Systemic Altruism
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Justice & public goodsPreliminary editorial review

Full Fact

Full Fact is an England and Wales charity building fact-checking practice and shared monitoring tools. Its current Full Fact AI page states access is through a paid licence; public fact-checking articles and software access are kept distinct.

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Systemic Altruism practice potential: 64–74/100
90% of weighted axes reviewed. A mechanism hypothesis, not proven effectiveness or a donation recommendation.

Who this work enables

Tools & support for charities: Shared AI-assisted claim monitoring and fact-checking practice can reduce duplicated discovery work for other information-focused organizations, subject to paid access and human verification.

Humanity’s Checklist source match

Story · Coordination — editorial, partial alignment.

The work addresses factual inputs to public stories and shares verification capacity across organizations. This limited Story/Coordination mapping does not establish optimistic narratives, changed platform incentives or explicit checklist adoption.

Explicit checklist adoption: not verified. A mechanism match is not an affiliation, endorsement, evidence of effectiveness or a scoring bonus. Read the practice.

Focus classification: 2026-10-27. Based on the organization’s dated official sources below; earlier axis-review dates are unchanged.

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The proposed pathway

Help public-interest fact checkers find and investigate claims

Six dimensions, with rationale

Structural depth

3 / 4

Shared claim-discovery and verification workflows can change how public-interest organizations monitor and correct information rather than publish only isolated articles.

Institutional reach

3 / 4

Common tools and practice can support fact-checking and civic organizations across settings; attributable institutional influence was not independently measured.

Durability

2 / 4

Research skills and corrections can persist, but monitoring, verification, editorial quality and software operations require continuing support.

Scalability

3 / 4

Reusable tools can reduce duplicated monitoring effort, while language, source access, licensing costs and skilled editorial review constrain expansion.

Funding additionality

Unreviewed

No current marginal tool-development or fact-checking funding bottleneck, replacement support or causal donation counterfactual was audited.

Community agency

Unreviewed

Correction channels and editorial safeguards do not establish binding affected-community authority over charity budgets, claim selection, software access or moderation decisions.

Evidence and selection

Organization reported; current primary mechanism sources inspected

Illustrative inclusion to examine this mechanism. Inclusion is not an external recommendation or a verified comparative ranking.

A testable next question

Do participating public-interest fact-checking teams using a defined Full Fact AI workflow identify and accurately resolve consequential claims faster than comparable teams, accounting for licence costs, language coverage, false positives and human review?

Review confidence: Moderate for documented design; low for systemic attribution. The Full Fact nonprofit’s shared fact-checking tools, evidence practice and organizational support, not a separate assessment of its trading company, every partner fact checker or all public claims.

What remains uncertain

Current pages identify charity 1158683 and nonprofit company 06975984 in England and Wales, with a separate trading company, Full Fact Services. These disclosures are not independent current regulator or impartiality audits. Full Fact AI explicitly describes a paid licence; free access to fact-checking content is not free hosted-tool access. No actual named software license was checked, so no open-source badge is assigned; payment alone is not evidence that all code is closed. Organizational examples and user counts are not causal evidence of trust, belief correction or policy impact. Automated selection can miss context or languages, and skilled human verification, corrections, source rights and independence remain essential.

Sources to inspect

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Axis review: 2026-10-27 · weighting method v0.2 (2026-10-26) · Method, conflicts and coverage