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Benchmark methodology

Visual Regression Agent 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

Precision and recall of visual change detection with human-labeled ground truth across UI surfaces.

Why it matters

Visual validation must minimize false positives that block releases while catching real regressions.

Methodology

Labeled screenshot pairs across design systems and dynamic content. Agents run with consistent viewport and timing; judges score true positive, false positive, and missed regression.

Limitations

Dataset scope is finite; dynamic ads and third-party embeds may behave differently in your environment.

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

Visual Regression Agent Benchmark | Zof AI