Test Generation Agent
Reads your code and writes unit, integration, and end-to-end tests that actually cover the risky paths.
Features
5
Tech
11
Steps
5
Test Generation Agent
Capabilities
What this agent does
Every capability is shipped end-to-end — not a feature flag. You get a working slice on day one and we expand from there.
Feature 01
Coverage-aware
Focuses on uncovered branches and risky inputs.
Feature 02
Edge case generation
Mutation-based reasoning produces real edge cases.
Feature 03
E2E flow capture
Watches the app + writes Playwright suites.
Feature 04
Flaky test repair
Identifies and stabilises flaky tests automatically.
Feature 05
CI integration
PR-based test contributions, gated by review.
Stack
11 technologies we use
Production-tested tools chosen for reliability, observability, and developer velocity. Every piece is swappable.
System at a glance
How the agent flows
A simplified view of what comes in, what the agent does with it, and what it produces. Each arrow is observable end-to-end.
Inputs
Agent
Test Generation Agent
Plan → tool-call → reflect, with approval gates.
Tools the agent calls
Outputs
Engagement
How we roll it out
A 5-step process from kickoff to handover. Every step has a deliverable you can sign off on.
- 01
Coverage baseline
Measure current coverage and identify danger zones.
- 02
Test style intake
Match your existing fixture and assertion patterns.
- 03
Generate + review
First batch of tests opens as a PR for engineer review.
- 04
Iterative coverage
Weekly cadence of new test PRs targeting uncovered code.
- 05
Flake hunting
Quarterly sweep to eliminate flaky CI red.
Outcomes
What you can expect
Real numbers we see when Test Generation Agent ships on top of an actual workflow. Specifics vary with starting baseline, data quality, and scope — but these are the ranges.
Outcome 01
−35%
PR cycle time
Reviews land in minutes; trivial issues auto-fixed.
Outcome 02
+40%
Bug catch rate
Pre-merge, vs the previous review process alone.
Outcome 03
−50%
MTTR
Mean time to resolve incidents after agent investigates first.
Sample use cases
What this looks like in practice
Three concrete scenarios where teams deploy Test Generation Agent today. Your engagement starts with one of these (or your own variant) and expands from there.
Always-on senior reviewer
Every PR gets an inline review for bugs, security, breaking changes — junior engineers ship safer code, seniors spend review time on architecture.
First-responder on every page
When PagerDuty fires, the agent correlates logs + metrics + recent deploys, drafts the incident summary, runs read-only diagnostics, posts to Slack.
Migration at scale
Framework or major-version upgrade across hundreds of files — agent applies AST codemods, fixes the edge cases LLM-style, opens reviewable PRs per module.
Typical engagement
From kickoff to live in 4-8 weeks
Most Test Generation Agent engagements follow this shape. We give you a firm quote after a 30-minute scoping call, and the price is fixed up-front so you can budget.
2-3 weeks
Pilot
- Discovery + playbook write-up
- Tool design + guardrails
- Eval suite + sandbox deploy
2-4 weeks
Production
- Hardened deploy on your stack
- Observability dashboard + alerts
- Two-week supervised mode
Ongoing
Handover & support
- Runbook + team training
- Monthly tuning + eval review
- Pause or expand any time
Indicative range
$3,000 — $8,000
Full project, scoped + fixed up-front. Includes pilot, production, and 30 days of post-launch support.
Or hire us by the week
from $1,000/wk
Embedded retainer — best for evolving scopes.
Also in Engineering
Related agents
Often deployed alongside — or instead of — Test Generation Agent.
Code Review Agent
Reviews every PR for bugs, security holes, style, and breaking changes — leaves inline GitHub comments.
View detailsDevOps & Incident Response Agent
Diagnoses alerts, correlates signals across logs/metrics/traces, runs runbooks, drafts the postmortem.
View detailsSecurity Audit Agent
Continuous code, infra, and dependency scanning — finds and prioritises real risk, not noise.
View detailsDatabase Optimization Agent
Watches your slow query log, suggests indexes, rewrites queries, monitors plan regressions.
View detailsReady to ship Test Generation Agent?
Tell us about your data, your tools, and what success looks like. We come back within one business day with a clear plan, price, and timeline.