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THE ENGINE INSIDE

AI at scale.
Human judgment where it matters.

The AI layer

Handles scale, speed, and repeatability. Runs 24/7 on every deploy.

Proprietary AI SoftwareWrites the suite

Our in-house AI converts mapped user journeys into production Playwright code, visual snapshot tests, and evals for your AI features. Proposes self-healing fixes on selector drift.

AI Failure TriageFilters the noise

Classifies every failure: real bug, flaky environment, or regression. Confidence scored before anything reaches your team.

PlaywrightWeb + API execution

Runs up to 200 tests in parallel in under 5 minutes. Cross-browser, screenshot and video capture on every run. You own the code — no lock-in.

VisualScreenshot regression

Pixel-diff key screens against baselines committed in your repo — unintended UI changes surface on every PR. AI authors and heals the snapshots.

Agent (AI) evalsYour AI features

Evals for your own chatbots, RAG assistants, and agents: grounding, prompt-injection resistance, tool-use, and safety — asserted on every deploy.

PerformanceLoad testing

p95 and p99 latency tracking. Load scenarios at production traffic levels on every deploy, with regression alerts. Performance add-on.

SecuritySecurity scanning

OWASP Top 10 scanning, dependency vulnerability audits, and static analysis across your full codebase. Security add-on.

The human layer

Your dedicated engineer. Judgment, accountability, and a name you know.

01
Async intake

Send your critical journeys in writing or a call recording. We document every one before a single test is written — no call required.

02
Test approval & authoring

Every AI-generated test is reviewed before it runs — and for complex edge cases, your engineer writes the test by hand.

03
Failure investigation

Every ambiguous failure is investigated before it reaches your team. Zero false alarms.

04
Morning report sign-off

The 9am report is reviewed and approved by your engineer before it lands in Slack.

05
Bug quality control

We triage, title, and file every real bug in Jira with severity, steps, and video replay.

06
Quarterly strategy review

Coverage health review. Gaps identified. New journeys proposed. Suite stays relevant.