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Benchmarking & Analytics

PromptForge Lab · Beginner-friendly walkthrough

Every time you run a batch or compare models, PromptForge generates a performance profile. Understanding these metrics is critical for production deployment. Key Performance Indicators (KPIs) P95 Latency (TTFT) Time To First Token. Crucial for streaming UIs....

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Interpreting Performance Profiles

metricsperformancebenchmarkingttft

Every time you run a batch or compare models, PromptForge generates a performance profile. Understanding these metrics is critical for production deployment.

P95 Latency (TTFT)Time To First Token. Crucial for streaming UIs. If this is > 2 seconds, your end-users will think the app is broken.
Tokens/SecondThroughput speed. Important for generating long-form content (reports, code). Gemini often wins this metric.
Cost per 1k ConversionsProjected burn rate. Helps you calculate ROI before deploying a prompt to 100,000 users.
Heuristic Quality ScoreAn automated 1-100 score analyzing how strictly the model adhered to your Negative Constraints.

Academy v4.0 · Interactive Documentation · Beginner Mode