Most folks install and stop. Don't. The dashboard shows LLM cost, developer time saved, prompt health, and automated budget pacing—with no prompt content stored.
pip install docoreai
docoreai config # one-time setup — generates your free org token
docoreai start # auto-intercepts all LLM SDK calls, zero code changes
See Cost Savings Over Time
Spot waste, compare models, and track the impact of temperature tuning on your spend.
Quantify Developer Time Saved
Fewer retries and faster outputs translate to real hours back per engineer each month.
Measure Prompt Health
Track over-generation (bloat) and determinism to cut token waste without hurting quality.
Works out of the box with OpenAI, Anthropic, Google Gemini, Groq, AWS Bedrock & Ollama. More providers on the roadmap.
Pingback: LLM Cost Analytics Dashboard: Metrics, Layout & ROI | DoCoreAI
Pingback: Analyze GPT Prompt Efficiency: Cut Token Waste Without Losing Quality