# Build Trust in Agentic AI: From POC to Production

[MongoDB](https://yomu.fyi/company/mongodb) · Ken Wiebke · Jun 23, 2026

**Type:** Explainer

## Summary

Transitioning autonomous agentic AI systems from sandbox environments to enterprise production exposes a trust gap driven by hallucination, reasoning errors, and financial liability. To mitigate these risks, organizations can implement a proactive four-step framework covering foundations, verification, governance, and business outcomes. The architecture grounds agents using retrieval-augmented generation, short-term memory, long-term procedural memory, and observability traces consolidated on a unified data layer. Active verification computes an Agent Confidence Score alongside a deterministic Business Risk Score to produce an Agent Decision Score governing autonomy levels. Aggregated execution telemetry feeds business observability dashboards that monitor unit economics and enable analytical agents to recommend operational interventions.

## Context

Organizations moving autonomous AI agents into production face an AI trust gap due to risks of policy hallucination, flawed logic in complex criteria, and unconstrained financial actions.

## Approach / What changed

Deploy a four-step framework comprising a unified data and observability foundation, active technical and risk verification dials, a mathematical governance formula to regulate operational autonomy, and continuous macro-level business observability.

## Takeaways

- The Agent Decision Score uses the formula ADS = ACS x (1 - BRS) to dictate full autonomy (ADS >= 0.70), human-in-the-loop approval (0.40 to 0.69), or a mandatory halt (ADS < 0.40).
- Subject matter expert corrections are packaged with execution traces and written into long-term procedural memory to permanently update guardrails and prevent repeated errors.
- Unifying operational data, vectors, execution traces, and agent memory on a single data platform eliminates the infrastructure sync tax.

**Tags:** [Architecture](https://yomu.fyi/topic/architecture), [LLMs](https://yomu.fyi/topic/llm), [Observability](https://yomu.fyi/topic/observability), [Reliability](https://yomu.fyi/topic/reliability)

[Read original post](https://www.mongodb.com/company/blog/innovation/build-trust-in-agentic-ai-from-poc-to-production)