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Your AI Usage Profile
Adjust the inputs to match your organisation. All figures update in real time.

Remaining queries are assumed to use a mid-tier model (GPT-4o mini equivalent pricing).


Semantic caching eliminates token spend on repeated or similar queries. 30–50% is typical for enterprise knowledge workers.

Intelligent routing sends simple queries to cheaper models. 25–45% cost reduction is typical on non-cached queries.

Current Estimated Spend
Without Songlines Control®
Monthly token spendBased on usage profile and model pricing
Annual token spend
Annual AI queriesTotal across all users
Annual Scope 3 emissionsGHG Protocol Category 1 — AI inference
Estimated Annual Savings
per year with Songlines Control®
— reduction in AI token spend
Savings Source Annual Saving
Semantic caching scenario
Model-routing scenario
Modelled emissions change (tonnes CO₂e/yr)
Operational Savings Scenario
Estimated monthly token-cost changeBased on the selected cache and routing assumptions
Cetus commercial termsPlatform, services and deployment scope
Scoped privately

This planner does not calculate Cetus ROI or payback. A financial case requires agreed commercial terms, validated workload data, implementation cost and finance-approved benefit attribution.

Validate a Baseline Through a Scoped Assessment

Use these estimates to frame discovery. A scoped assessment can validate source coverage, assumptions, attribution and evidence requirements before figures are used for finance or board review.

Methodology & Assumptions

  • Pre-populated provider rates and the 40/60 input-output split are illustrative planning inputs and must be refreshed and validated before use.
  • The emissions calculation uses an illustrative token-intensity factor. Actual reporting requires an agreed methodology, boundary, provider data, materiality assessment and assurance review.
  • Cache hit rate and routing savings are configurable estimates; actual results depend on query diversity and workflow patterns.
  • Default usage assumptions are illustrative only and are not presented as representative customer or market evidence.
  • This calculator provides indicative estimates only and does not constitute a formal quotation.