Ayan Jain · Backtest Audit
The Review Desk

Review before your audience reviews you.

LinkedIn posts, white papers, journal submissions, backtests. Every number recomputed from the material alone, every chart checked against its own text, findings back in writing, in your register, ready to apply. The errors this catches are the ones that survive AI passes and self-review: the chart that contradicts its own caption, the stale version that undoes last week's fix, the last sentence that lost its ending.

Post reviewthe text, the chart, and the seam between them$50
Chart-only verificationprinted values against the chart's own setup · two count as one post$25
Technical paper or methods docscoped by depth, agreed in writing before work startsfrom $150
On-record proofingthe email or deck that cannot afford a wrong number$50
24-hour turnaroundsame review, front of the queue+50%
GUARANTEE  ·  Any finding shown to be incorrect makes that review free of charge. I track my own errors the same way I track everyone else's.

Reviews are confidential. Only the client decides if anyone ever sees one. Ongoing volume is quoted as a bundle. Not investment advice; I check the artifact, not the strategy.

What a week of this actually catches

One client, 35 works, every number recomputed. Counts only; no names, no content.

Census of findings from one week of review work: 44 findings across 35 works by type, 13 clean passes, client rating five stars

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