Kaleidoscope
Kaleidoscopebeta
AI Evaluation Platform

AI evaluation, the way it should be.

Structured.

Translate stakeholder concerns into measurable evaluation criteria, run automated pipelines, and generate governance documentation — all in one place.

Criteria grounded in stakeholder personas & policies
Automated LLM-as-Judge + human expert review
One-click compliance reports for governance clearance
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From criteria to clearance — the full evaluation journey

Register
Add your AI product
Prepare
Define what good looks like
Evaluate
Run automated & human review
Report
Generate governance docs

Everything your team needs to evaluate, govern, and monitor

Built for AI product teams navigating governance clearance — without slowing down delivery.

Criterion Builder

Map stakeholder personas and policies to measurable evaluation criteria — so every run is grounded in what actually matters.

Evaluation Datasets

Build and version golden datasets that reflect real-world edge cases, ready to reuse across evaluation runs.

Automated Pipeline

LLM-as-Judge scoring at scale with configurable rubrics per criterion — automated across your full evaluation dataset.

Human-in-the-Loop Review

Annotate a subset of responses to establish ground-truth labels — used to measure LLM judge reliability and validate automated scoring.

Compliance Reports

Auto-generate governance documentation from evaluation results — directly supporting AI clearance submissions.

Post-Deployment Monitoring

Track production drift and safety signals in real time so governance doesn't stop at clearance.

Frequently asked questions

Common questions from AI product teams getting started with evaluation.

Not on the platform yet?

Register your interest and we'll be in touch when access opens up for your agency or team.

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