● LIVE · Cron @ 04:00 IST daily

Delta Support Audit

A daily AI auditor that reads delta.exchange's Freshdesk support center, compares each article to the official guides + developer docs, and surfaces real factual contradictions. Routes each finding to the right team — Support, Docs, Engineering, or Product. Self-heals when fixes ship.

View source on GitHub →Live findings (Google Sheets) →
Latest run · 2026-04-28

217

articles audited

35

P0 issues found

33

P1 issues found

28

P2 issues found

4

guides ↔ docs conflicts

$5.36

full sweep cost

How it works
1

Vercel cron fires daily

04:00 IST. Hits /api/audit with a bearer-token-protected route.

2

Hash-check changed articles

SHA-256 of normalized article text vs Upstash Redis. Skip 99.5% of articles on quiet days — costs near-zero.

3

RAG retrieval, no manual mapping

For each changed article: top-5 from guides + top-5 from docs via Upstash Vector semantic search.

4

Sonnet 4.6 multi-task call

One LLM call returns both support↔SoT contradictions AND guides↔docs conflicts. Halves cost vs naive 2-call.

5

Self-healing dedup

issueId = sha256(sotUrl + summary). New / still-open / resolved states roll automatically. Zero manual issue tracking.

6

Slack + Notion + Sheets

P0s alert Slack. Notion gets the snapshot. Sheets is the human triage workspace with Verdict dropdowns.

Issue routing (top owners)

  • Support89 findings
  • Product7 findings

Run economics

  • Articles checked221
  • Total findings100
  • Sweep cost$5.36
  • Sweep duration640s
  • Daily incremental~$0–0.30
  • FP rate (P0+P1)5–9%
What a finding looks like
P0Support article claims funding is exchanged every minute, but guides state it's exchanged once every 8 hours
Support saysOn Delta Exchange, this exchange of funding is a continuous process that happens once every minute.
SoT saysFunding is exchanged between longs and shorts once every 8 hours at 8am, 4pm, 12am UTC. The current method was made effective from 12pm UTC on 8-Sep-2025.
Confidence: 0.97 · Suggested owner: Support · First seen: 2026-04-28
Stack
Next.js 15
Vercel Cron
Sonnet 4.6 (OpenRouter)
Upstash Vector
Upstash Redis
Freshdesk API
Notion API
Slack Webhooks
Google Sheets API