Shivanath Devinarayanan · Updated
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If you cannot replay the run, it is not production. Operators need traces, cost per run, live capacity, and attribution. Exporting logs and building a private dashboard is not observability.
A visualizer that shows real traffic is the product direction. Cost is tracked per run, with tokens and model routing, against a budget. The Agentforce hub is Agentforce that stays in production . I run this model across 200+ production agents.
Traces, cost, capacity
Traces
Spans for LLM calls, tool calls, and agent hops. Replay the decision path.
Cost
Cost is per agent run. Tokens, model routing, anomaly detection. No shared cloud bill pretending to be a budget.
Capacity
Live remaining throughput, log retention you can query, per-request tags that name a tenant or team.
How to hire
Hiring starts with a governed production agent on one documented job, then a consultation.
Start at First Agent in Production , then book a consultation .
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.
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