NewCodex CLI is now a supported tool source
Now supporting Claude Code, Cursor & Codex

Measure the caliber of your AI investment

Understand how your team uses AI coding tools — and coach them to get more from every session. One dashboard across Claude Code, Cursor, and Codex.

My Scores
Your AI coding effectiveness over time
All
Claude Code
Cursor
Codex
SessionToolDateScorePromptQAIterationEfficiencyApproval
a3f8c912Claude CodeMar 288791%78%85%88%82%
d1e4b706CursorMar 277280%55%74%70%68%
f7c23a41Claude CodeMar 279195%88%90%92%85%
b9d0e518CodexMar 266468%42%72%65%70%
e2a7f3c9CursorMar 257882%70%80%75%74%
Improvement Tips
QA Mindset: Ask the AI to write tests and consider edge cases. Mention security and error handling.
Efficiency: Plan your approach before starting. Decompose tasks into clear, scoped prompts.

Everything you need to understand AI effectiveness

From team-wide benchmarks to per-developer coaching — the complete picture of how your team works with AI.

Intelligence Factor Scoring

A research-backed metric that captures how effectively your team leverages AI assistance — from prompt clarity to iteration quality.

Multi-Tool Support

Works with Claude Code, Cursor, and Codex out of the box. One unified dashboard for all your AI coding tools.

Privacy-First by Design

Analyzes usage patterns only — never AI-generated code or output. Your company's intellectual property stays fully protected.

Team Dashboards

Manager views with per-developer breakdowns, trend analysis, and team-wide benchmarks to guide coaching conversations.

Session-Level Analytics

Drill into individual sessions to see what effective AI-assisted development looks like — and surface specific coaching opportunities.

Zero-Config Setup

Lightweight hooks that install in under two minutes. No code changes, no build modifications, no disruption.

Built for engineering leaders

The questions you're already asking — answered with data, not guesswork.

VP of Engineering

Are our teams getting better with AI tools?

Track adoption and effectiveness trends across your org. See which teams are thriving and where to invest in enablement.

Engineering Manager

How do I help my team get more from AI tools?

Per-developer breakdowns surface coaching opportunities. See prompt quality, iteration patterns, and session habits for each developer.

CTO

Which AI tools are working best for our team?

Cross-tool comparison on a single dashboard. Understand usage patterns across Claude Code, Cursor, and Codex to make informed tooling decisions.

How it works

Set up once, then let your team work naturally. Caliber handles the rest.

1

Connect your tools

One-time setup for Claude Code, Cursor, or Codex. No code changes, no workflow disruption.

2

Your team codes as usual

Caliber observes interaction patterns in the background — never AI output, only developer behavior.

3

See what’s working

Session scores, team trends, and per-developer coaching insights — all in one dashboard.

r=0.72
correlation between self-testing habits and code quality
Vibe Code Bench, 2026
+40%
error rate increase after 5 unstructured AI iterations
CodeChat, arXiv:2509.10402
<2 min
to set up per developer
zero code changes required

Help your team master AI tools

See how Caliber helps your team get more from AI coding tools. We'll walk you through the platform in 15 minutes.

Request Demo