New PRISM Score v3.0 — one outcome-first score

How good is your
vibe coding
really?

Most developers have no idea how their prompting actually performs — or how they compare. Prism scores every session so you finally know where you stand.

Check your Score

Works with Claude Code  ·  Codex & Gemini coming soon

PRISM SCORE — THIS WEEK
7.8 /10 ↑ +0.6 from last week
Prompt quality Iteration efficiency Verification discipline Code quality Tool use Advanced features

You're vibe coding fast.
But something's off.

Speed hides the real problem — you don't know which prompts are wasting your time.

  • Usage
Plan usage limit
Current session Resets in 4h 23m
100%
Weekly limit
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73%

of developers have no idea how their prompts actually perform

No score. No signal. Just the next session.

~30%

of token spend is wasted on vague, over-injected prompts

Burning budget with no visibility into why.

0

tools give you a score on your vibe coding performance

Until now.

How Prism works.

Runs automatically after your session ends.
No interruptions while you code.

01

You prompt.
Claude codes.

Prism logs every prompt silently in the background.

Recording session…
02

Session ends.

Analysis begins automatically — no action needed.

47prompts
89ktokens
2h 14mduration
11files changed
03

Prism scores
your prompts.

Six dimensions, measured post-session.

Prompt quality
82
Iteration
76
Verification
71
Code quality
91
04

Your report
arrives.

Score + one actionable fix, every session.

7.7
Prism Score ↑ 4 vs last session

"You accepted 6 outputs without verification."

Your tokens are leaking.
Prism shows you exactly where.

See the exact prompt that burned your tokens.

Turn-by-turn session replay with Prism annotations — see the score, the pattern, and the fix for every prompt you wrote.

Same plan. More output.

Better prompting means fewer correction turns — and less of your Claude plan burned on wasted tokens. Same subscription. More done.

Know who to coach — and exactly what to say.

Weekly digest surfaces who needs a conversation and the specific pattern behind it — no guesswork needed.

AI spend becomes a managed line item.

Cost attribution by developer, team, and project — the first time your AI spend has a breakdown your CFO can read.

SESSION REPLAY — AUTH-REFACTOR · 47 TURNS
T01 38
"Fix the payment service"
! Vague — no file, no behavior. Triggered 3 correction turns and 4,200 wasted tokens.
T02 54
"The payment function is failing, check the error handling"
~ Slightly better — still no file path or reproduction step.
T03 82
"In /src/payment.ts, processPayment() throws TypeError when amount is null — fix with null guard"
Specific, scoped. Resolved in one turn. −63% token cost vs T01.
Session avg 61 · Top fix: Add file path + expected behavior
TOKEN EFFICIENCY — BEFORE VS AFTER PRISM
Before plan used in 3 weeks
94%
After Prism same output, less waste
61%
−33% token usage
$73 saved / month
same output

Prism identified 4 prompt anti-patterns driving the waste. Fixed in one session.

WEEKLY COACHING DIGEST
@marcus 44 ↓ −6 Retry storms in 68% of sessions. Recommend 1:1.
@alex 51 ↓ −3 Multi-task bundling in 3 of 5 sessions. Share prompt template.
@chen 74 ↑ +9 Most improved. Good candidate to lead team workshop.
@priya 68 → +0 Stable. Context overload starting — watch next week.
estimated return on Prism spend
$112 recoverable savings identified on $243 monthly spend
DEVELOPER BREAKDOWN — THIS MONTH
@marcus
$98 High waste
@alex
$72 Review
@sarah
$43 Efficient
@chen
$30 Efficient

Start free. See your score today.

Free forever for individual developers.
Upgrade when your team needs visibility.

Team
Coming Soon
  • Everything in Personal
  • Team Score dashboardevery developer in one view
  • Coaching digestwho to coach and what to say
  • Cost attributionby developer, team, project
  • Plan optimizationright-sizing & throttle recovery
Coming soon
Enterprise
Customcontact us for pricing
  • Everything in Team
  • SSO & SAMLenterprise authentication
  • Advanced governanceaudit trail, DLP, policy controls
  • Priority supportdedicated onboarding
  • Custom SLAon-premise option available
Coming soon

All plans include a free trial. No credit card required to start.

Still wondering how good
your vibe coding really is?

Your score is waiting.