Shivanath Devinarayanan · Updated
On this page
Cost is per agent run, not a shared cloud bill. Track tokens, model routing, and anomalies. Model choice matches the job. No dollar figures. No monthly LLM-bill claims. A fleet without budgets is not governed, even if prompts look tidy.
The blank dossier form below is the card: agent, model, tokens, owner. It is not a billed screenshot. The registry name on that card is the same name as the registry . The owner is the same person as owners .
Per-run dossier
- Agent The registry name of the worker that spent the tokens.
- Model The model that ran, not a pooled "LLM" line on a cloud bill.
- Tokens Prompt and completion tokens for this run. No dollar figures on this page.
- Owner The named owner who can explain why this run was allowed.
Model choice is a node decision
Orchestration already picks how much LLM the path is allowed. Cost accounting has to follow that choice per run. An executor that spent zero model tokens is a fact, not a missing invoice line. An orchestrator that called three models needs three lines, not a pooled "LLM" bucket.
Node types are on guided determinism . Remaining room, not a post-mortem, is capacity .
How to hire
Hiring starts with a governed production agent on one documented job, then a consultation.
Start at stand up production AI agents , then book a consultation . These pages are the operating model. The nine services remain the paid catalog.
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
Stand up the first production agent
Hiring starts with a governed production agent on one documented job, then a consultation.
Also in this file: Home · About · Services · Portfolio · Success Stories · Writing · Events · Contact · Media kit · Privacy Policy