99.5% of which decisions?
Worked counterexamples in verification error budgets, abstention and selection: why a configured certainty target needs a denominator.
Read the investigationFrom the OpenAuditor blog
AI verification
Verify extracted data, reports and agent actions while measuring review burden and handling untrusted documents.
How to verify claims in an AI-generated business report
Trace statements, calculations and comparisons in an AI-generated report to source evidence, with a practical claim-review workflow.
Read the guidePrompt injection in business documents: protect the review workflow
Keep instructions inside submitted documents separate from review authority, and test how your workflow handles malicious or misleading content.
Read the guideHow to verify AI-extracted data against source documents
Check extracted values, source locations, field meaning and totals before data enters a business workflow. Learn how to handle unresolved findings.
Read the guideHow to verify AI agent actions before execution
Review tool calls against grants, limits, approvals and user instructions, with practical handling for prompt injection and unresolved checks.
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