Trimpt Benchmark
Real prompts, real results
Every number verified on production system prompts
| Industry | Use Case | Original | Optimized | Reduction | Judge Score | Savings |
|---|---|---|---|---|---|---|
| Investment Banking | Multi-agent orchestrator | 520 | 160 | -69% | 8/10 | $42/mo |
| Insurance | Claims processing | 546 | 213 | -61% | 8/10 | $39/mo |
| Healthcare | Clinical decision support | 367 | 160 | -56% | 8/10 | $24/mo |
| AI Platform | OpenClaw coding-agent | 322 | 120 | -63% | 7/10 | $23/mo |
| E-commerce | Shopping assistant | 273 | 120 | -56% | 7/10 | $18/mo |
| FinTech | Payment processing | 452 | 200 | -56% | 7/10 | $29/mo |
| Construction | Client consulting | 205 | 105 | -49% | 7.3/10 | $12/mo |
| SaaS | Customer support | 294 | 140 | -52% | 7/10 | $18/mo |
| AI Platform | OpenClaw skill-creator | 322 | 120 | -63% | 7/10 | $23/mo |
| B2B Sales | SDR agent | 368 | 170 | -54% | 7/10 | $23/mo |
Multi-agent orchestrator
Investment Banking
Claims processing
Insurance
Clinical decision support
Healthcare
OpenClaw coding-agent
AI Platform
Shopping assistant
E-commerce
Payment processing
FinTech
Client consulting
Construction
Customer support
SaaS
OpenClaw skill-creator
AI Platform
SDR agent
B2B Sales
-58%
avg reduction
7.4/10
avg Judge score
$25.10
avg savings/mo
Methodology: Each prompt tested with 5-7 domain-specific queries checking keyword accuracy, response length, tone, structure, and relevance.
Real results
Every number below comes from a real production prompt. Not synthetic benchmarks.
FinanceCore 6-agent orchestrator
520→160words
GlobalShield claims agent
546→213words
coding-agent SKILL.md
322→120words
TechStore AI agent
273→120words
NovaPay compliance agent
452→200words
FinanceCore 6-agent orchestrator
520→160words
GlobalShield claims agent
546→213words
coding-agent SKILL.md
322→120words
TechStore AI agent
273→120words
NovaPay compliance agent
452→200words
Hospital decision support bot
367→160words
OBK building assistant
205→105words
CloudMetrics support bot
294→140words
skill-creator SKILL.md
322→120words
Nexus Analytics SDR agent
368→170words
Hospital decision support bot
367→160words
OBK building assistant
205→105words
CloudMetrics support bot
294→140words
skill-creator SKILL.md
322→120words
Nexus Analytics SDR agent
368→170words
Average: -58% fewer tokens. Quality score: 7.4/10
10 real production prompts. Every result above is real. Not synthetic benchmarks.
Try with your prompt →Every optimization is quality-verified
We don't just shrink your prompt. We prove it still works.
✓
8-Point Testing
Every optimized prompt is tested against 8 quality checks: keyword accuracy, response depth, structure, tone, relevance, professionalism, completeness, and detail level.
⚖️
AI Judge
An independent AI compares responses from your original and optimized prompts side-by-side. Only optimizations scoring 7+/10 are approved.
🛡️
Rollback Protection
If quality drops below threshold, the optimization is automatically rejected. Your original prompt is never modified.
Average Judge Score: 7.4/10 across 10 production prompts