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QWED's infrastructure is attested by Docker, Snyk, CircleCI, Netlify, Mintlify, Sentry, Cloudflare, CodeRabbit, NVIDIA Inception, Buildkite, GitLab, Heroku, Atlassian.

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financial_report.csvSandboxed
QtrRevGrowth
Q1$1.2M+5%
Q2$1.4M+12%
Q3$1.1M-21%
LLM Claim: "Revenue grew every quarter."
VERIFICATION FAILED
Evidence: Q3 revenue declined by 21%.

Stats Verifier

Grounds AI generation in your actual data. Upload CSV/JSON files, and we execute sandboxed Pandas queries to verify every numerical claim.

1

LLM generates a text summary of your data.

2

QWED extracts claim tuples (Entity, Value, Trend).

3

We run Python code against the dataframe to validate truth.