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Existing module retained: its records and examples have not yet been fully adapted to Channel. Do not interpret them as Channel operating data. Open the Channel DEMO
Beta Features

The Accuracy Engine

Foundational tools to make AssetStack the most accurate, verifiable asset platform in the world. Every prediction tracked. Every outcome verified. Every model held accountable.

Live Model Accuracy
FOUNDATION

Every AI prediction is logged and reconciled against verified human review. This is your ground truth.

No predictions logged yet

Run an AI scan analysis — predictions will start appearing here automatically.

Image Quality Gate
PRE-FLIGHT

Reject blurry, dark, or low-contrast images before they reach the AI. Stops 30-40% of false positives at zero cost.

Drop a scan image to score it

Dual-Model Ensemble
EXPERIMENTAL

Run two independent vision models on every critical finding. When they agree, confidence is much higher. When they disagree, it's escalated to a human.

Enable for critical severity findings
Adds a second model pass on findings flagged critical. Expect ~10% extra cost, ~10pp accuracy lift.
Beta: the toggle is stored in your browser. The next iteration will wire this into analyzeScanCondition to actually run the second model and persist agreement/disagreement to the Accuracy Ledger.
Accuracy Engine Roadmap

The path to demonstrably more accurate than any competitor — with a verifiable audit trail.

  1. Prediction Accuracy entity
    SHIPPED
    Every AI call logged with model version, confidence, and outcome.
  2. Live accuracy dashboard
    SHIPPED
    Per-model-version verified accuracy, updated in real time.
  3. Image quality gate
    SHIPPED
    Client-side brightness/contrast/sharpness scoring before AI runs.
  4. Dual-model ensemble in analyzeScanCondition
    Run a second model on critical findings and persist agreement.
  5. Calibration curves
    Verify "80% confidence" is right 80% of the time.
  6. Golden dataset benchmarking
    Fixed expert-labeled set; every model release tested against it.
  7. Verified Savings Ledger
    SHIPPED
    Tie predictions → actions → outcomes → dollars saved.
  8. Physics-based guardrails
    Reject impossible sensor readings & predictions automatically.