AI spend should leave evidence.
FlowClerk is Solcogito’s prompt economy and anti-drift work: a way to inspect where LLM work repeats context, overuses paid models, or drifts away from the original task.
FlowClerk Prompt Cost Estimator
Paste a prompt, choose output length and monthly volume, then compare estimated provider cost. The estimator stays in your browser and uses documented public pricing.
Estimate prompt cost →FlowClerk Prompt Audit
Structured review of one AI-assisted workflow. Written findings, stated assumptions, and practical next steps. No software commitment.
Book FlowClerk Prompt Audit →- Repeated context The same system prompts, file contents, or task descriptions sent in full on every call.
- Default routing Expensive paid models used for tasks a local or smaller model handles adequately.
- Prompt drift Output across sessions that has gradually stopped reflecting the original intent.
- Agent handoff loss Context that disappears between sessions, steps, or tools.
- Unclear model choice No routing logic: one endpoint for everything, regardless of cost or necessity.
AI spend grows quietly. Each prompt feels small. Sessions accumulate. Context windows fill. Default routing always picks the paid model. The bill reflects the accumulation, not the intention.
Repeated prompts compound. Agents that loop or lose context do not stop producing work — they produce plausible-looking work that has stopped tracking the original task. The cost is in the spend and in the drift, both.
Cheaper or local-first routes are often enough for preflight, classification, summaries, and compression. FlowClerk makes that routing visible before the paid call is made.
Start with a FlowClerk Prompt Audit.
Fixed-scope review of one AI-assisted workflow. Written findings. No software commitment. No guaranteed savings claim.
Book FlowClerk Prompt Audit →