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Benchmark methodology

Test Maintenance Benchmark

Transparent methodology for measuring governed agent fleets. Results published as available, framework pages labeled clearly when data is in progress. This page documents methodology; results are published when available.

Methodology

What is measured

Effort to restore green CI after intentional UI and API changes, agent-assisted vs manual baseline.

Why it matters

Maintenance tax destroys ROI of automation; fleets should absorb change-induced breakage.

Methodology

Controlled change sets applied to reference apps; measure human minutes and number of agent interventions to return to pass.

Limitations

Baselines depend on team skill; results report distributions, not single headline numbers, when published.

Next step

Request benchmark briefing

Transparent methodology for measuring governed agent fleets. Results published as available, framework pages labeled clearly when data is in progress.

01The operational surface

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

The Zof home is not a marketing dashboard. It is the operational surface engineering, QA, and SRE teams use every day, quality posture, in-flight runs, coverage by module, and the actions a leader should look at 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.

STAGING · LIVE/home
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.
Home view · 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

Test Maintenance Benchmark | Zof AI