AI for Good
View original at ainowinstitute.orgAI Now Institute - Ai Policy Title: AI for Good Date: 2026-02-10 14:29 Source: https://ainowinstitute.org/publications/ai-for-good <div class="wp-block-buttons has-custom-font-size has-medium-font-size is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-51c3bbf5 wp-block-buttons-is-layout-f…
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The 'AI for good' framing is a PR strategy that allows companies to deflect criticism from grassroots resistance movements by pointing to purported social benefits.
80% confidenceSome African governments are uncritically adopting AI rhetoric about 'leapfrogging' the continent into prosperity with very little thought to impacts on freedom of movement, freedom of speech, and broader knowledge ecosystems.
80% confidenceAI deployment may bring surface-level improvements but also underlying destruction and social division, gradually making the rich richer and more powerful by encoding existing norms and stereotypes.
80% confidencePolicies and massive investments in AI are being made based only on potentials and promises from Big Tech corporations with vested interests in AI uptake, without empirical evidence for positive claims.
80% confidenceAI summits have had very little discussion around whether there is empirical evidence for positive claims about AI benefits, or to what extent that evidence is sound.
80% confidenceThe current AI for good framing is doing significant damage to people's consciousness and understanding of what AI is.
80% confidenceBuilding AI for good without addressing sociopolitical issues and data challenges is like building a palace with rotting wood.
80% confidenceGovernments should demand empirical evidence for AI benefit claims and make decisions based on what is best for people at the margins of society and for the environment, rather than going with the 'vibe.'
80% confidenceThe 'AI for social good' term should be abandoned entirely in favor of actually supporting small communities and initiatives doing excellent work without claiming 'to do good.'
80% confidenceThose at the margins of society, particularly in the Global South and Global Majority, will be put at further harm and disadvantaged by AI for good narratives and uncritical AI system adoption.
80% confidenceCurrent AI systems, including large language models and simple tools used in hiring or government, are inherently built with datasets and ideologies that encode and exacerbate inequality, societal norms, and stereotypes.
80% confidenceAI for social good initiatives attempt to use AI tools to solve complex socioeconomic and political questions that are fundamentally not solvable by AI or any other technology, because they require political will, restructuring of existing systems, and political negotiation.
80% confidenceSmall, community-driven organizations are doing excellent work using technology to serve communities and advance scientific knowledge without labeling themselves as 'AI for social good,' while large organizations claiming 'AI for social good' often support initiatives that regress social progress.
80% confidenceMajor corporations like Microsoft and Google promote AI for social good while simultaneously exacerbating inequality, powering genocide, powering war, and causing environmental destruction, making their AI for good efforts an oxymoron.
80% confidenceMany claims around 'AI for good' do not stand up to scrutiny when one asks what problems are being solved and what systems are being used.
80% confidence
Cited in these Via News reports
- AI Ethics Researchers Call 'AI for Good' Corporate Deflection, Warn African Governments →
- AI Ethics Researchers Challenge Tech Giants' 'AI for Good' Claims Across Global South →
- AI Ethics Researchers Expose 'AI for Good' as Corporate Shield Against Global Criticism →
- AI Researchers Expose How Tech Giants Kill Local Language Startups in Africa and Global South →
- AI Systems Cause Global Harms: Pentagon Bans Claude, Google Faces Suicide Lawsuit, Medical Records Falsified →
- Big Tech AI Models Drive African and Minority Language Startups Out of Business, Researchers Document →
- Big Tech AI Models Force Global South Startups to Close, Ethics Researchers Report →
- Big Tech's 'AI for Good' Claims Mask Market Consolidation Across Global South, Researchers Warn →
- Big Tech's 'AI for Good' Kills African Language Startups, Ethics Researchers Document →
- Big Tech's Universal AI Models Face Global Pushback Over Market Consolidation →
- Big Tech's Universal AI Models Kill Funding for Smaller Alternatives Across Global South, Researchers Say →
- Meta and OpenAI AI Models Force African Language Startups to Close as Big Tech Dominates Translation Markets →
- Meta's 200-Language AI Model Collapsed Funding for African NLP Startups, Researchers Say →
- Meta's 200-Language AI Model Forced African Startups to Close as Investors Fled, Researcher Says →
- Meta's 200-Language AI Model Prompted Investors to Kill African Language Startups, Researcher Reports →
- Meta's Translation Model Announcement Triggered Investor Flight from African Language Startups, Research Shows →
- Meta's Translation Model Killed African Language Startups, Say AI Ethics Researchers Exposing Big Tech Monopoly Tactics →
- OpenAI and Google Face Global Reckoning as AI Safety Critics Build a Legal and Reputational Case →
- OpenAI's Whisper Fabricates Medical Records as Big Tech's AI Scaling Threatens Global Language Startups →
- US Pentagon Bans Claude AI as Global Regulators Confront Safety Failures Across Healthcare and Defense →
