Your AI stack needs an analyst, not another dashboard.

Benchwright is an autonomous agent that continuously evaluates your AI models, detects drift, benchmarks against alternatives, and tells you exactly what to change. No setup. No babysitting. It just runs.

Run Your First Eval
benchwright eval --continuous
$ benchwright connect --stack production
Connected to 3 models, 12 endpoints
$ benchwright eval --run
Running 847 evaluation tasks...
Claude Sonnet 4: 94.2% accuracy (+1.3%)
GPT-4.1: 87.1% accuracy (-3.8% drift)
Cost anomaly: $0.41/req avg (was $0.28)
Recommendation: Route coding to Sonnet 4
Report generated. Next eval in 6h.

The Problem

57% of companies deploy AI agents. Most have no idea if they still work.

Existing evaluation tools give you dashboards, charts, and metrics. Then they wait for you to look at them. You don't. Models drift, costs spike, quality degrades, and nobody notices until a customer complains.

Traditional Eval Tools

  • You configure evaluations manually
  • You check dashboards when you remember
  • You interpret results yourself
  • You decide what action to take
  • You forget for three weeks

Benchwright

  • Configures evaluations from your API schema
  • Runs benchmarks on its own schedule
  • Analyzes results and spots anomalies
  • Recommends specific actions to take
  • Never forgets. Never sleeps.

Capabilities

Evaluation that thinks for itself.

01

Continuous Benchmarking

Runs your models against real-world task sets on a schedule you set. Catches performance regressions before they hit production users.

02

Drift Detection

Monitors output quality over time. When a model update quietly breaks your summarization pipeline, Benchwright knows within hours, not weeks.

03

Competitive Analysis

Benchmarks your current models against alternatives. Shows you exactly when switching providers would save money or improve quality.

04

Actionable Reports

No dashboards to check. Benchwright delivers plain-language reports with specific recommendations: what to change, why, and the expected impact.


The difference between a thermometer and a doctor.

Tools tell you the temperature. Benchwright diagnoses the problem, prescribes the fix, and monitors recovery. Your autonomous AI quality analyst.

Start Evaluating