The only cost benchmark that matters: yours
Every AI stack is unique. So is optimization.
Choose your path
LLM Cost Observability
Open source FinOps platform to track and shift-left your AI costs
A/B test to find the best models, providers, and parameters combo
Run your custom benchmark in minutes and find the sweet spot on the price-quality-latency curve.
| Test Name | Price Impact | Quality Impact | Latency Impact | ||
|---|---|---|---|---|---|
System Prompt Optimization | — 0.0% | — 0.0% | — 0.0% | Low 0.0% confidence | In Progress 67% complete |
GPT-4 vs Claude-3 | +15.2% | +8.5% | +12.3% | High 99.2% confidence | Launch |
OpenAI vs Anthropic | +22.4% | -4.2% | +18.6% | Medium 87.3% confidence | Don't Launch |
Max Tokens 1000 vs 2000 | -45.8% | -2.1% | +28.3% | Medium 91.5% confidence | Investigate |
Temperature 0.1 vs 0.7 | — 0.0% | +15.3% | — 0.0% | High 96.8% confidence | Launch |
— 0.0% | +31.2% | — 0.0% | High 99.1% confidence | Launch |
The choice of best model changes with location
Same model, same code, different performance and pricing across regions.
Click any location to see what you'd actually experience there.
Provider choice can make or break your AI performance
Same model, same code, but 50% faster latency just by switching providers. Your AI decisions shouldn't be a gamble.
- Stop guessing which provider to use
- See real latency data for your exact model and region, not generic benchmarks
- Discover hidden performance gains
- Find providers that deliver the same model with dramatically better speed
- One dashboard for all AI performance
- Compare providers, regions, and models in real-time
AI budgets are bleeding money on the wrong tradeoffs
That $5 model with 15-second latency costs you more in lost conversions than the $20 fast model. Optimize for total business impact, not just price per token.
- Calculate true cost of AI decisions
- Factor in user drop-off, retries, and quality failures - not just API pricing
- Find your optimal speed-quality-cost balance
- Discover which models deliver the best ROI for your specific use cases
- One dashboard for total AI ROI
- Track performance metrics alongside spend to maximize business outcomes per dollar