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Testing Fleets

Test the right parts of your product
automatically.

Zof agents generate, run, and maintain tests across user flows, APIs, and integrations as your product changes.

SOC 2 Type II & ISO 27001Human-approved remediationWorks with your existing CI/CD

100+

specialized agents

19

validation domains

CI

native execution

PR

comments & gates

Testing fleet operations

How testing fleets work

Fleets ground every test in System Graph context, run where your teams work, and expand coverage as your system changes.

CATALOG · LIVE/agent-catalog
Zof AI agent catalog listing testing agents, Assertion Optimizer, Code Path Analyzer, Coverage Gap Detector, and Mocking Strategy, each with origin, pillar, domain, trust level, and scope metadata, plus tabs for Remediation and Orchestration agents.
Agent catalog · /agent-catalog · testing pillar shown · live from the product.
  • 01 · TAXONOMY

    Testing agents

    Four operational pillars

  • 02 · TRUST · SCOPE
    • Propose
    • Read-only

    Approval before action

  • 03 · PILLAR

    Functional Reliability

    • Plus Performance
    • Security
    • Global
  1. 01

    Map change impact

    System Graph identifies services and workflows affected by each change.

  2. 02

    Generate & execute

    Agents create and run UI, API, and integration validation with visual and log evidence.

  3. 03

    Maintain suites

    Fleets heal brittle tests and expand coverage on critical paths automatically.

  4. 04

    Report in CI

    Results surface in PR comments, pipelines, and the reliability control plane.

What fleets deliver

Coverage that follows your product

Testing fleets generate, run, and maintain validation as your codebase changes, without growing manual test debt.

  • 01

    Change-aware test selection

    System Graph identifies affected services and workflows so agents focus on what changed, not everything every time.

  • 02

    Multi-surface validation

    UI flows, APIs, integrations, security checks, and release readiness run under one governed fleet.

  • 03

    Self-maintaining suites

    Agents heal brittle tests and expand coverage on critical paths as your product evolves.

  • 04

    CI-native evidence

    Structured results, screenshots, and logs surface in PR comments, pipelines, and your reliability control plane.

Use cases

Outcomes teams measure

  • Ship faster without skipping validation

    Every meaningful change gets the right tests automatically, functional, API, and integration, without manual suite maintenance.

    19

    validation domains
  • Reduce flaky test burden

    Fleets detect and repair brittle tests so your team spends less time babysitting suites and more time shipping.

    60%

    less maintenance
  • Prove release readiness

    Evidence bundles attach to every run so engineering leaders and auditors see exactly what was validated before release.

    100%

    evidence trail
  • Integrate with your CI/CD stack

    Results gate merges in GitHub, GitLab, Jenkins, and Azure DevOps with PR comments and pipeline checks your team already uses.

    CI

    native execution
Works with your stack

Validation where your teams already work

Testing fleets connect to your repositories, CI/CD pipelines, and collaboration tools, no rip-and-replace required.

Platform

CI/CD pipelines

GitHub Actions, GitLab CI, Jenkins, CircleCI, and Azure DevOps trigger and gate validation on every change.

Platform

Issue trackers

Failures link to Jira and Linear with full context, evidence, and suggested next steps.

Platform

System Graph

Every test run is grounded in live architecture context so agents know what to validate and why.

Governance

Governed validation with human approval at every critical step.

Controls
  • 100+ AI agents under your control layer
  • System Graph maps dependencies before changes ship
  • Audit-grade evidence for compliance reviews
SOC 2 Type II · Human approval · Audit trails
Next step

See testing fleets on your stack

Book a demo to connect a repository and watch governed validation run in your CI/CD workflow.

  • Human-governed agents
  • Works with Playwright, Cypress, Selenium
  • Enterprise RBAC
Live demo · sample data

Run tests and understand why they failed

Execution produces telemetry, artifacts, and root-cause analysis, not just a green check. Actionable reliability intelligence from every run.

Go beyond pass/fail with reliability analysis.

01The operational surface

One surface for posture, operations, and what needs attention next.

Zof Console at console.zof.ai is the authenticated operational surface engineering, QA, and SRE teams use every day: quality posture, in-flight runs, coverage by module, and the actions that need attention next.

OPERATIONAL KPIs

  • Runs
  • Coverage
  • Risk

Live across every environment you ship to.

WORK SPINE

  • Specs
  • Tests
  • Schedules

From specification to scheduled regression.

GUARDRAILS

  • RBAC
  • SSO
  • audit

Every action attributable to a named human.

LIVE/console
Zof AI home command center showing 12 runs at 94% pass, 3 open critical issues, 84% coverage, four module traceability bars, the specification pipeline, upcoming schedules, and recommended next actions with an active-runs sidebar.
Console home · Checkout Service · Staging · captured live from the product.
  • 01 · RUNS · 24H

    94% pass

    12 runs across staging

  • 02 · COVERAGE

    84%

    Across four modules

  • 03 · ACTIVE RUNS

    3 running

    Live on this branch

  • 04 · NEXT ACTIONS

    Recommended

    Triage gaps, new spec

Testing Fleets | Zof AI