Governance is how it stays in production

Shivanath Devinarayanan · Updated

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Governance is how it stays in production. Distinct from AI Agent Governance , which is the paid offer. Policies, owners, gateway, and sensitive work are how governance stays in production.

A named owner, a review line, and an audit trail. Policies that make the next agent copyable. One front door for tool and model calls. Isolation when the records are restricted. The Agentforce hub is Agentforce that stays in production . I run this model across 200+ production agents.

Policies, owners, gateway, isolation

Policies

Identity, field, row, and action. Keywords and regex first, then meaning. Sensitive data is a pre-tool check.

Owners

Named owner, review line, audit trail. Designated contacts before the fleet grows. One-person ops is not a model.

Gateway

Every tool call and model call through one front door. Client ID, ABAC, MCP mapping, rate limit, mTLS, LLM lane, A2A lane.

Sensitive work

Session isolation, on-behalf-of Salesforce permission sets, a human on the review line. Some jobs stay with a person.

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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