LLM cost optimisation
Smarter models for every task type
Upload your usage logs and get a ranked list of model substitutions, complexity-aware recommendations, and structural optimisations — all in one report.
Ingestion
Validate and normalise CSV exports from any provider into a standard schema.
Classification
Label each request with a task type and complexity score from 0.0 to 1.0.
Recommendation
Match tasks to the cheapest adequate model using live pricing and a capability matrix.
Report
Download a full HTML and PDF report with savings projections and structural checks.