How good is your vibe coding, really?

Most developers have no idea how their prompting actually performs. No score. No signal. Just the next session — and a quietly burning token bill.
Optra Prism is the first scoring layer for AI-assisted coding. We sit silently behind your Claude Code session, log every prompt, and grade the work. When the session ends, you get a PRISM score (0–10), one specific fix to try next time, and a turn-by-turn replay that shows exactly where the tokens leaked.
No interruptions while you code. No dashboards to babysit. The signal arrives after the work is done — in your inbox or Slack, the same way a great code review does.
Built for the Claude Code developer first. Codex and Gemini are next.

What you get:
— PRISM Score after every session, with the one anti-pattern most worth fixing
— Session replay annotated turn-by-turn — see the prompt that triggered the retry storm
— Token efficiency analysis: where your plan is being burned, and how to recover ~30% of the waste
— Weekly digest by email or Slack
— Free forever for individual developers

For teams, Prism rolls up into a Team Score dashboard, a coaching digest that names who needs a 1:1 and the exact pattern to address, and cost attribution by developer, project, and team — the first time AI spend has a breakdown your CFO can actually read.

Why this exists:
— 73% of developers have no idea how their prompts actually perform
— ~30% of token spend is wasted on vague, over-injected prompts
— Zero tools score the work — until now

Stop vibing blind. Start measuring.
→ Free forever for individuals. No credit card.

Grumatic, Inc

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Grumatic, Inc

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