Decision intelligence / local-first
Choose a real use case, understand the changes that matter, then use deterministic calculation to see unit cost, monthly cost, price, and margin.
No subscription. No gateway. This build models decisions; it does not route prompts.
Longer context, retries, tool calls, and failure recovery can reverse the apparent saving. Compare the complete workflow before changing a production route.
Measure the outcome, not the call. Start with one successful customer task and expose every cost-bearing attempt behind it.
EDITORIAL RADAR
PRICE CHANGE
MODEL RELEASE
APPLICATION CASE
BENCHMARK
Four decision views, never one universal score.
Illustrative interface only. Production values require approved attribution and redistribution rights.
Start with the outcome, not the token count.
Multi-turn answers, intent routing, and human handoff
Generation, tests, tools, retries, and review
Retrieval, grounded generation, and answer validation
Decision notes
Professional analysis, application cases, and a short editor view connect market movement to an action.
A faster model call can still produce a slower customer resolution when retrieval misses and human review rise.
Longer context or stronger tool use changes what can be consolidated, but it also changes token load and failure recovery.
Retries, cache misses, tool calls, payment fees, and review time can reverse an attractive unit rate.
From evidence to action
Use a transparent path that another operator can inspect, reproduce, and challenge.
Separate source facts, editorial interpretation, and illustrative values before ranking anything.
Review sourcesInclude retries, tools, cache behavior, failure recovery, payments, and human review.
See the methodCheck assumptions, exclusions, and sensitivity before sharing a pricing or routing recommendation.
Check accuracyEnter users and task volume first. Open the advanced model only when you need token, cache, routing, and retry detail.