Stripe is a step behind.
Fields in Stripe move whenever someone logs them; to when an incident fires you need incident.io (incidents) fresher than that.
Build an Incident Cost Calculator Agent withStripe, Amplitude, and Sentry
Your incident review is only as fresh as the slowest tab. Engineers need to prioritize incidents by business impact, not just error count. Yet the inputs sit split across Sentry / Stripe / Amplitude.
To when an incident fires you open Stripe, Amplitude, and Sentry by hand. Every incident review, all over again.
Now your agent can fix it.
Now your agent can fix it.
Amplitude holds what Stripe misses.
Calculate business impact from error counts lives in Amplitude, cut off from incident.io (incidents), so incident cost calculator guesses at the link.
The signal hits Sentry first.
Sentry sees affected sessions shift before anyone, yet the incident review owner hears about it last.
Under The Hood
Three sources, one query: incident cost calculator pulls Stripe, Amplitude, and Sentry pre-wired. Already connected.
01
Read when an incident fires from Stripe (billing system)
Incident.io (incidents)
02
Query calculate business impact from error counts from Amplitude (product analytics)
Sentry (errors)
03
Read affected sessions from Sentry (engineering stack)
Stripe (failed transactions)
output
Agent-ready output
When an incident fires, calculate business impact from error counts, affected sessions, and failed transactions, post real-time cost estimate to incident channel, returned as one brief incident cost calculator ranks for you.
The Context Store
To when an incident fires, the agent reads one joined view. Not 5 raw APIs.
Before the prompt runs, the Context Store has matched incident.io (incidents), Sentry (errors), Stripe (failed transactions), Amplitude (sessions), Slack (incident channel) from Sentry / Stripe / Amplitude and 2 more onto one incident record. Incident cost calculator just reads it, no ID-stitching.
Your agent queries one surface instead of three APIs. Faster responses, lower cost per query, and results that work because the relationships were built before you asked the question.
INCIDENT-LEVEL JOINSENGINEERING SCHEMANO GLUE CODE
The Prompt
Copy. Paste.
an Incident Cost Calculator Agent
Two steps. Your data, your results, under 60 seconds.
01install
Connect the Airbyte Agent MCP02copy and run
Help me turn Stripe, Amplitude, and Sentry into a single incident review I can act on.
SETUP
You have Airbyte's MCP, wiring up 5+ tools you can query in plain language.
WORKFLOW
connect Stripe, Amplitude, and Sentry -> read incident.io (incidents), Sentry (errors), Stripe (failed transactions), Amplitude (sessions), Slack (incident channel) -> merge into one incident view -> rank and explain. Each unconnected source is a one-off connect step away.
TASK
When an incident fires, calculate business impact from error counts, affected sessions, and failed transactions, post real-time cost estimate to incident channel. Deliver a brief I can paste into the incident review. Ranked, sourced, one action per item.The Outcome
The incident review that needed 2 hours now finishes while you read this. Now your agent can fix it.
10x
Faster
10x speed: incident cost calculator turns a 2-hour incident review into under a minute.
90%
Cheaper to run
90% less spend: no glue code; it runs on your existing 5-tool stack to when an incident fires.
3 -> 1
Tools, one query
3 tabs into 1: Stripe, Amplitude, and Sentry collapse to one view to when an incident fires.
Based on internal benchmarks comparing Context Store queries to sequential API calls across equivalent datasets.
01 · Output
Ranked, not dumped
Every incident scored 1-10, so incident cost calculator surfaces what needs you first instead of an alphabetized list.
02 · Signal
Reality-check flags
When your product analytics and Stripe disagree on when an incident fires, the gap is flagged. Not averaged into a guess.
03 · Context
Context overlay
The incident review shows the supporting incident.io (incidents) inline, sourced from Amplitude and Sentry, no digging required.
04 · Action
Next action per item
Incident Cost Calculator closes each incident with a recommendation. The owner and the move. Ready to run.
05 · Brief
Paste-ready output
A brief you can drop into the incident review: ranked, sourced from Stripe, Amplitude, and Sentry, scoped to incident.io (incidents).
Other engineering agents on the same connectors
view All use casesEngineering Onboarding Guide
Engineering teams run incident reviews on stale, scattered data: Jira / Intercom / GitHub each hold a piece, none hold the whole. New engineers waste 2-3 weeks rambling through disconnected docs.
Candidate background check Agent
Your incident review is only as fresh as the slowest tab. Background checks take 3-5 days. Yet the inputs sit split across Ashby + Greenhouse.
Technical SEO Monitoring Agent
Your incident review is only as fresh as the slowest tab. A bad deploy can deindex thousands of pages. Yet the inputs sit split across Jira, Google Search Console, and GitHub.
Common questions
Didn't find your answer? Please don't hesitate to reach out.
How long until Incident Cost Calculator is live?
Minutes. Each connector is a one-off connect step, then incident cost calculator runs on demand or on a schedule.
Can I tweak what Incident Cost Calculator returns?
Edit the TASK line. Change the ranking, the brief format, or which of Stripe, Amplitude, and Sentry it leans on.
What does Incident Cost Calculator cost to run?
It rides the 5 connectors you already license. No seats, no glue code, no infra to when an incident fires.
What Stripe data does Incident Cost Calculator touch?
Just incident.io (incidents), plus Sentry (errors), Stripe (failed transactions), Amplitude (sessions), Slack (incident channel), via Stripe's scoped permissions. Incident cost calculator copies nothing outside your stack.
Incident Cost Calculator is one prompt away from Sentry / Stripe / Amplitude.
Wire Stripe, Amplitude, and Sentry and 50+ sources into the Airbyte MCP layer and build incident cost calculator on data you already own.
