Independent Assessment Platform
Making AI Safety
Measurable
The AI industry spends $400B+ on capabilities and less than $1B on safety. Mappera tracks both sides — company-level safety practices and the structural gaps across the entire field.
400:1
Capability:Safety
~1,100
Safety FTEs
40
Indicators
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Company Scorecard
40 indicators across 6 frameworks. Scores backed by verifiable evidence. Compare startups, deployers, and frontier labs on governance, safety, and regulatory readiness.
Safety Fingerprint5 DimensionsCompareEvidence Trails
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Field Assessment
Where is AI safety funding actually going — and where are the critical gaps? Trace capital flows, identify underinvested areas, and find where impact is highest.
Funding FlowsGap AnalysisResearch AreasImpact Map
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The Disparity
$400B+ on building AI. Less than $1B on making it safe.
In 2025, the four largest tech companies plan $320B on AI infrastructure. Only ~1,100 people work full-time on AI safety globally.
AI Capabilities (2025)~$400B+
AI Safety (2025)~$0.5-1B
Bar not visible at scale. That is the problem.