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FinanceMedium 12 min· claude-haiku-4-5

Subscription churn forensics

Subscription churn forensics with auditable Claude reasoning.

Read the full Finance build guide →
NOT DEPLOYEDNOT DEPLOYED
0191ms
Trigger
cron(0 7 * * *) fired · every day · 07:00
02971ms
Agent
claude-haiku-4-5 · in 1271 tok · out 401 tok
03241ms
Tools
postgres-mcp/anthropic:messages.create → 200 OK · 211ms
0481ms
Verify
schema check · pydantic v2 passed
05111ms
Output
invoice row upserted · $4,120
0631ms
Notify
audit log written · runbook link attached
SUCCESS
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0 runs
P50
0ms
median
P95
0ms
tail
AVG COST
per run
LAST OK
never
LAST FAIL
never
none
Latency · last 30 runs0 samples
no runs yet
Latest output · what your users see
Invoice · VercelTooling
$1,091.61 USD
// press Test to run once · Watch live to keep streaming · Deploy to make it real
The problem

Finance ops are spreadsheets glued together with hope.

The outcome

A scheduled agent does the join, the variance, and the narrative.

Ingredients & skills

Secrets
  • ANTHROPIC_API_KEY
  • STRIPE_KEY
Providers
  • Anthropic
  • Stripe
MCP servers
  • postgres-mcp
  • fetch-mcp
#finance#ops#claude

How it works

Subscription churn forensics with auditable Claude reasoning.

Step 1

1 — Pull

Read from billing + GL via read-only keys.

Step 2

2 — Join + narrate

Claude joins, computes, and writes the narrative with citations.

Step 3

3 — Distribute

PDF + Slack + (optional) board portal.

One-line deploy

The button above runs the same command with your saved config. This is the raw CLI form.

bash
npx claudeloops deploy subscription-churn-forensics

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