Evaluate and Benchmark Agent AI Performance

    Measure quality, safety, latency, and cost before release and continuously in production. Turn agent tuning from guesswork into a repeatable discipline.

    SYSTEM_EVAL_DASHBOARD_v1.0QUALITY SCORE94.2SAFETY PASS100%AVG LATENCY1.2s

    Trust Through Measurement

    Benchmark models, prompts, tools, and orchestration versions with release gates.

    Build scenario suites that represent real production complexity. Score each release on outcome quality, policy compliance, response latency, and cost footprint.

    +3.1x

    Regression detection lead time

    -41%

    Production incident rate

    -29%

    Token waste

    Start Evaluation Program
    Benchmark Coverage MapMatplotlib-style view of realism vs. measured release confidence020406080100020406080100observed correlation r = 0.84release-gate bandproduction realism + domain fidelityTYPEStatic QATYPESafety probesTYPECoding tasksTYPETool-use suitesTYPEBrowser tasksTYPEWorkflow evalsSOTAFrontier model runsSOTATool-agent leadersSOTALong-horizon agentsIN-HOUSEPolicy edge casesIN-HOUSEOps drift packIN-HOUSERecovery & retriesIN-HOUSEHuman escalationLegendBenchmark typesSOTA frontier systemsBitstric in-house packsScenario realism / tool-chain complexityMeasured decision fidelity / release confidence

    What Makes It Different

    Purpose-built strengths for high-stakes operations

    Only Bitstric Can Do

    Scenario-grounded eval packs

    Construct reusable benchmark packs from real operational scenarios instead of synthetic prompt-only checks.

    • Business-domain scenario templates
    • Ground truth + rubric versioning
    • Repeatable cross-release scorecards
    See Scenario Library
    SCENARIO_PACK_04Financial AdvisoryGround Truth VerifiedRubric v2.1 AppliedLEGAL_PACKOPS_DRIFT

    Only Bitstric Can Do

    Unified quality-safety-cost scoring

    Score each run with a weighted objective function so teams can optimize for the right tradeoff profile.

    • Custom weighted scoring formulas
    • Safety and policy failure penalties
    • Budget-aware optimization thresholds
    Review Scoring Model
    QUALITYSAFETYCOSTLATENCYPOLICYGROUNDING88.5WEIGHTED_MIX

    Only Bitstric Can Do

    Release gates with auto rollback triggers

    Promote only builds that pass target thresholds and automatically block or roll back underperforming releases.

    • Pre-deploy and post-deploy gate policies
    • Drift alerts with severity routing
    • Automated rollback playbooks
    Open Release Gate Guide
    v2.4.1RELEASE_GATEFAIL: QUALITY_DRIFTAUTO_ROLLBACK_TRIGGEREDRestoring v2.4.0 stable...PRODSafety PassCost Budget OKQuality Drift Detected

    Everything You Need

    Unified capabilities in one pipeline layer

    Offline benchmark suites

    Run repeatable quality and safety tests before any production deployment.

    Live shadow evaluations

    Evaluate production traffic in shadow mode without impacting end users.

    Regression diff analysis

    Compare candidate release behavior against current baseline across key metrics.

    Risk-aware score thresholds

    Set different pass gates by workflow criticality and compliance class.

    Experiment tracking

    Track prompt, model, and orchestration variants with lineage and outcome history.

    Executive and operator dashboards

    Expose release readiness at strategic and operational levels.

    Connectors

    Integrate with your existing operational stack

    Swipe horizontally to browse supported company integrations.

    FAQ

    Common implementation questions

    Make every release provably better than the last.

    Stand up a practical benchmark program that links quality, safety, latency, and cost to deployment decisions.