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Causation, not correlation

Your best users
behave differently.
Shingo tells you why — and ships the fix.

Connects to your billing, analytics, error tracking, and logs. Builds a causal behavioral model. Ships engineering tickets to GitHub and Linear, ranked by revenue impact.

Case Study

Your tools see everything. They just don't talk to each other.

A JS error in one tool. A permission gate in another. A 47% drop-off in a third. Shingo connected them, found the cause, and filed the fix. One ticket.

SHINGO DIAG
MK-II

Revenue at risk

$
.
0123456789
M

Sessions affected

0123456789

Causal confidence

0123456789
%

Regression Timeline

Mar 2lib updated to v2.4.0
Mar 3mobile checkout failures spike
Mar 8top-LTV cohort drop-off hits 18%
Mar 10Shingo identifies causal link
Mar 11fix deployed, revenue recovers

“Our dashboards showed nothing wrong. Shingo found $340K stuck in a broken checkout in 48 hours.”

VP Eng, Fintech ($28M ARR)
SHINGO RSA
MK-I
12,847 sessions compressed → 3 revenue signals
# SIGNAL #1 — 94% confidence
checkout.tsx:142 — JS lib v2.4.0 broke mobile validation
impact: $1.8M/yr · fix: revert to v2.3.1
Slack #eng-revenue · GitHub issue #2847 created

How It Works

From your stack to a fix.

Shingo connects to tools you already use, runs AI agents to find causal revenue signals, and delivers fixes directly to Slack, GitHub, and Linear.

1Connect
Stripe
PostHog
Sentry
Datadog
GitHub

Read-only API keys. No SDK. No code changes.

2Analyze
Agent Pipeline

Behavioral Compression

12,847 sessions → 3 patterns

Causal Inference

Deploy correlation → causation

Revenue Attribution

Pattern → $1.8M/yr impact

Signals found3
3Deliver
# eng-revenueshingo
S
Shingo2:34 PM

Revenue Signal — 94% confidence

checkout.tsx:142 JS lib v2.4.0 broke mobile validation. Blocking 47% of mobile completions.

impact $1.8M/yrfix revert to v2.3.1
Create IssueOpen PR
acme/paymentsMerged

fix: revert payment-sdk to v2.3.1

Reverts v2.4.0 which broke mobile touch handler on iOS Safari 17+. Causal confidence: 94%.

+3-81 file changedby shingo-bot

Signal Log

Teams ship revenue, not features.

Shingo traced our retention drop to a single onboarding step. 94% confidence. Fixed in a day.

CTO, B2B SaaS ($12M ARR)

First signal was worth more than our analytics team’s quarterly output.

Head of Product, Sales Platform ($43M ARR)

Our dashboards showed nothing wrong. Shingo found $340K stuck in a broken checkout in 48 hours.

VP Eng, Fintech ($28M ARR)

Connects to your stack

PostHog
Amplitude
Mixpanel
Sentry
Stripe
Segment
Custom APIs
PostHog
Amplitude
Mixpanel
Sentry
Stripe
Segment
Custom APIs
Read-only accessEncrypted keysNo code changesSOC 2 Type II
Output

Ship revenue, not features.

First signal in 48 hours. No SDK. No migration.