Real-Time Scoring

Watch Your Agent Pass or Fail — As It Happens

Every response scored on four dimensions. Results stream in real time. The rubric is fully transparent — you see exactly why each score was given.

Free discovery included · Under 2 minutes · No credit card

Real-Time Scoring — Scenario Running
Live
Conversation Quality40%
Tool Usage Accuracy20%
Output Quality20%
Diagnostic Accuracy20%
Readiness Score
Needs Work — deploy with caution
0/100
Four Dimensions

Every Response, Four Lenses

Each dimension targets a different failure mode. Weights reflect what matters most in production deployments.

Conversation Quality

40%

Clarity, empathy, de-escalation, tone consistency, and appropriate escalation across multi-turn conversations.

Weight: 40% of readiness score

Tool Usage Accuracy

20%

Correct API calls, accurate data retrieval, proper record creation, and integration reliability.

Weight: 20% of readiness score

Output Quality

20%

Factual accuracy, completeness, actionable guidance, proper citations, and clear formatting.

Weight: 20% of readiness score

Diagnostic Accuracy

20%

Problem identification, prioritization, honesty about uncertainty, and resistance to hallucination.

Weight: 20% of readiness score
Readiness Bands

What Scores Mean

At-a-glance production readiness from 0 to 100. Every score maps to a clear deployment recommendation.

Below 50
Critical

Not safe for production. Critical failures in accuracy, compliance, or safety. Do not deploy.

50 – 69
Needs Work

Significant gaps. Handles basics but fails edge cases and compliance scenarios. Fix with training assets.

70 – 84
Production-Capable

Handles most scenarios correctly. Safe to deploy with monitoring and defined escalation paths.

85 – 94
Strong

Handles edge cases well. Stays honest about limitations. Production ready with minimal oversight.

95 – 100
Exceptional

Rare. Robust guardrails, consistent quality across all scenario types. Thoroughly trained and hardened.

Transparent Rubric

No Black Box

For every scenario you see which criteria were met, which failure indicators triggered, and the exact turn where issues occurred.

01

Criteria Defined First

Success criteria and failure indicators are set before the test runs. No post-hoc judgment — the rubric is fixed before your agent sees the scenario.

02

Per-Turn Analysis

Each conversation turn is analyzed individually. You see exactly where the agent went wrong — not just a final score.

03

Ground Truth Comparison

See what a perfect agent would have said, side by side with what yours actually said. The answer key ships with every evaluation.

FAQ

Frequently asked questions

How is the readiness score calculated?

The readiness score (0-100) is a weighted average of four dimensions: Conversation Quality (40%), Tool Usage Accuracy (20%), Output Quality (20%), and Diagnostic Accuracy (20%). Each dimension is scored per-scenario based on predefined success criteria and failure indicators.

What is a good readiness score?

Below 50 means critical failures — not safe for production. 50-69 means significant gaps requiring targeted fixes. 70-84 is production-capable with known limitations. 85-94 is a strong performer handling edge cases well. 95-100 is exceptional and rare, indicating thorough training and robust guardrails.

Can I see why each score was given?

Yes. The rubric is fully transparent. For every scenario, you see which success criteria were met, which failure indicators were triggered, and the exact conversation turn where issues occurred. You also see the ground-truth response showing what the agent should have said.

How does scoring work for agent-type scenarios?

Agent scenarios (tool usage, API calls, data retrieval) are scored on whether the agent took the correct actions in the correct order. Did it call the right API? Did it retrieve the right data? Did it create the correct record? Tool Usage Accuracy captures this dimension.

Can I export the readiness report?

Yes. The readiness report is exportable as PDF for sharing with your team, stakeholders, or compliance reviewers. Deep Eval also includes exportable training assets as a ZIP file.

See Your Agent's Score

Connect your agent and get a readiness score in under 2 minutes. Free discovery always included.

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