Change-impact intelligence for pull requests

Catch the bugs before they're written.

Firetrail analyzes every pull request the moment it opens, scores its Future Debug Cost, and puts a team of six senior-engineer reviewers on the PR — risk, evidence, and coaching, so your team fixes the risky change before it ever ships.

Bob, Senior Backend EngineerRick, Senior Security EngineerGarick, Senior Database EngineerJim, Senior Frontend EngineerSteve, Accessibility SpecialistTom, Professor of Software Heuristics

Your review team — six senior reviewers on day one. Meet them →

Installs as a GitHub App in minutes · Advisory by default — never blocks your merges

Firetrail — Future Debug Cost
check
62High riskPR #418
Feature / refactor mix+25
No relevant tests for risky behavior+25
Frontend / backend mix+20
Mostly trivial change−8
↳ Coaching: Business logic and a broad refactor are bundled together with no tests on the new branch. Consider splitting the refactor into its own PR and adding a test for the retry path.
👥 Team review
Bob — ConcernsRick — Ship itGarick — ReservationsJim — ReservationsSteve — Not my areaTom — Ship it
3.4×
High-risk PRs more likely to become bugs
measured on a real 48-PR codebase via origin tracing
51%
Drop in average Future Debug Cost
as teams act on the score over time
seconds
From PR opened to score on the PR
fully automatic via the GitHub App
8 + ∞
Built-in classifiers, plus your own
add custom checks with a prompt
The problem

Code review catches typos. It misses the changes most likely to break.

A reviewer skims a 40-file PR and approves it. Six weeks later it's the origin of a production incident. The risk was there at review time — bundled refactors, untested logic, cross-stack blast radius — but nothing surfaced it. Firetrail does.

New · Your review team

Six senior reviewers on every pull request

Beyond the score, Firetrail puts a team of named senior-engineer AI reviewers on each PR. Each one judges the change from their own specialty — and tells you, in plain language, whether they'd ship it.

Bob avatar
BobConcerns
Senior Backend Engineer

The retry path isn't idempotent — a failed charge could double-bill.

Satisfaction46%

Correctness, data access, reliability & operational soundness

Rick avatar
RickShip it
Senior Security Engineer

Authorization is scoped to the org on every query — no concerns here.

Satisfaction88%

Secrets, authz, tenant isolation & abuse defenses

Garick avatar
GarickReservations
Senior Database Engineer

Migration is backward-compatible, but this lookup needs an index.

Satisfaction58%

Schema, constraints, indexing & migrations

Jim avatar
JimReservations
Senior Frontend Engineer

Clean component, but the loading and error states are missing.

Satisfaction63%

Component design, UX states & frontend performance

Steve avatar
SteveNot my area
Accessibility Specialist

Nothing user-facing in this change for me to weigh in on.

Satisfaction50%

Keyboard access, focus, semantics & contrast

Tom avatar
TomShip it
Professor of Software Heuristics

Single responsibility holds and the new abstraction earns its keep.

Satisfaction81%

Design principles & cognitive / UX laws

The team is advisory — like the score, it never blocks your merge. Each reviewer keeps a deep private checklist and only speaks up about what your PR actually triggers, citing the files and the reasoning behind every concern.

How it works

From pull request to risk insight, automatically

Firetrail meets your developers where they already work — inside the PR.

1

Connect your repo

Install the Firetrail GitHub App and pick your repositories. No CI changes, no config files.

2

Every PR is analyzed automatically

On open and on every push, Firetrail fetches the diff and runs its classifiers to compute a Future Debug Cost score.

3

Risk + coaching land on the PR

A check and a single, tidy comment show the score, what drove it, the evidence, and a coaching suggestion — never blame.

What you get

A risk lens on every change

Deterministic facts plus AI classification — tuned to detect real production risk, not superficial churn.

📊

Future Debug Cost score

One explainable 0–100 score per PR with a transparent breakdown — Low, Moderate, High, or Critical — so risk is comparable across your whole team.

👥

Expert review team

Six named senior-engineer reviewers — backend, frontend, security, database, accessibility, and software heuristics — each give a holistic verdict and satisfaction score on every PR, right alongside the score.

🧭

Origin tracing

When a bugfix lands, Firetrail blames the changed lines back to the PRs that introduced them — turning incidents into evidence about what's risky.

🧪

Built-in classifiers

Refactor/feature mix, untested risky behavior, cross-stack blast radius, global config changes, dependency updates, and more — each with evidence and false-positive notes.

Custom classifiers

Add your own risk checks with a plain-English prompt — cognitive complexity, secret scanning, anything specific to your codebase. No code required.

💸

Business impact dashboard

Translate risk into ROI: debugging cost avoided, before/after trend, and proof — high-risk PRs are X× more likely to become bugs in your own history.

📈

Engineering health & team views

Track change quality over time, spot the most common risk patterns, and coach with data — never blame.

In the pull request

Coaching, not a gate

Firetrail is advisory by design. It surfaces risk and how to address it, while your team stays in control of the merge.

  • A native check shows the Future Debug Cost on the commit — pass/neutral, never a surprise block.
  • A single comment is updated in place on every push (no thread spam) with the score breakdown and top findings.
  • Your six-person review team weighs in right in the comment — each member's verdict and satisfaction at a glance.
  • Every finding cites the file and reason, with false-positive considerations and a coaching follow-up.
  • Re-run on demand, or let it re-analyze automatically as the PR evolves.
🔥 Firetrail commented on PR #418

🟠 Future Debug Cost: 62 (High)

High risk — Firetrail Risk Score 62/100.

🔍 What to watch

Test relevance — the new retry branch in payments.rb has no covering test.

↳ Add a test for the failed-charge path before merging.

👥 Team review

BobRickGarickJimSteveTom

Coaching signal, not a gate · View the full analysis in Firetrail →

Business impact

Prove the value — from your own bug history

Firetrail doesn't just flag risk; it proves the score predicts real bugs and estimates the debugging cost you avoid. The slide that justifies the renewal writes itself.

See your impact
49.8 → 24.3
Avg Future Debug Cost (51% better)
3.4×
High-risk PRs that became bug origins
13
High-risk PRs caught before merge
~$7k
Estimated debugging cost avoided
Pricing

Pay for the developers who ship

Billed per active developer — only the people who actually opened a PR that month. Start free and upgrade when you're ready; ~2 months off when billed annually.

Free

Solo projects & trying it out.

$0
  • 1 repository
  • 4 core risk classifiers
  • PR checks & comments
  • 50 PRs / month
Start free

Starter

For small teams getting started.

$24/ active dev / mo
  • 2 repositories
  • 50 PRs / seat / mo, then $1 / PR
  • 4 core risk classifiers + analytics
  • Team review — 1 reviewer of your choice
  • Origin tracing, coverage & more on Pro
Get started
Most popular

Pro

For teams shipping every day.

$39/ active dev / mo
  • Unlimited repositories
  • 50 PRs / seat / mo, then $2 / PR
  • All 8 classifiers + 10 custom
  • Full review team — all 6 reviewers
  • AI patch coverage · Historical Chat · Team Comparison
Get started

Business

Scaling orgs at full throttle.

$49/ active dev / mo
  • Everything in Pro
  • 50 PRs / seat / mo, then $1.25 / PR
  • Origin tracing (bugfix forensics)
  • Unlimited custom classifiers
  • Priority support
Get started

Every seat includes 50 analyzed PRs per month; beyond that it's a small per-PR rate, so a busy month is a predictable add-on rather than a surprise bill. Billed per active developer (only those who opened a PR), with ~2 months free on annual plans.

Start surfacing risk before merge

Connect a repository and watch Firetrail score your next pull request in seconds.