AI Operating Model Guide
An AI operating model assigns FDEE monitoring, ops runbooks, business ownership, and escalation paths for production agents after accelerator go-live.
An AI operating model assigns FDEE monitoring, ops runbooks, business ownership, and escalation paths for production agents after accelerator go-live.
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Overview
Roles, runbooks, and escalation paths for 24/7 production AI operations.
Roles, runbooks, and escalation paths for 24/7 production AI operations.
AI Operating Model Guide is written for AI programme owners, technology leaders, and operations executives in regulated enterprises. Most organisations fail not because models are inadequate — but because context, governance, evaluation, and operational ownership are missing when pilots attempt to reach production.
Derisk360 practitioners embed Forward Deployed Engineers inside your business and run structured accelerators — from discovery through governed go-live in your VPC. This guide reflects that delivery model: practical steps you can execute with embedded teams, not abstract best practices that stall at proof-of-concept.
Practical steps for regulated enterprise environments
Designed for production go-live — not endless pilots
Aligns with Derisk360 accelerator delivery model
Typical governed production in under 12 weeks
Before you start
Align business, risk, and technology stakeholders on the highest-value use case — not the most fashionable one. Confirm data access, regulatory constraints, and who owns production operations after go-live.
If you lack unified context infrastructure, plan context engineering as the first accelerator phase. Agents built on demo datasets will fail model risk review.
How Derisk360 applies this guide
We implement every guide through outcome-based services — embedded FDEs, FDEE-led evaluation, and 24/7 managed operations. Book a discovery call to map your use case and scope an accelerator tailored to your industry.
Step-by-step implementation.
- 1
Define roles
FDE/FDEE, business owner, model risk, and ops on-call.
- 2
Write runbooks
Incident detection, containment, rollback, and communication.
- 3
Set SLAs
Quality, latency, and availability thresholds with alert routing.
- 4
Govern change
Version prompts, policies, and models under change control.
- 5
Report to governance
Regular eval summaries and incident logs for oversight forums.
- 6
Plan managed ops option
Derisk360 Managed AI Monitoring for 24/7 coverage.
Four phases to production go-live.
Embed & discover
FDEs embed inside your business, learn the domain, and scope the highest-value use case for this accelerator.
Unify context
Connect source systems into a governed context layer — MCP, knowledge graphs, and field mapping in your environment.
Configure & evaluate
Build governed agent workflows, run eval harnesses, and tune against your policies before go-live.
Deploy & monitor
Go live securely in your cloud with FDEE-led monitoring, continuous evaluation, and proactive tuning.
Related resources
- Managed AI Operations
Managed AI Operations — enterprise AI deployment from Derisk360.
- Operating Model
What is Operating Model? An AI operating model defines roles, runbooks, and escalation for production AI operations.
- AI Ops
What is AI Ops? AI Ops is continuous monitoring, evaluation, and remediation of production AI systems after go-live.
Ready for an AI implementation partner?
Book a discovery call and we'll map your highest-value use case — and exactly how we get it into production.
Frequently asked questions
- What is ai operating model guide?
- Roles, runbooks, and escalation paths for 24/7 production AI operations.
- How long does production go-live take?
- Typical accelerator engagements reach governed production go-live in under 12 weeks for priority use cases in banking and insurance.
- Who should read this guide?
- AI programme owners, technology leaders, and operations executives responsible for moving enterprise AI from pilot to production.
- How do I engage Derisk360?
- Book a discovery call at derisk360.com/book to map your use case.
- Can Derisk360 implement this guide for us?
- Yes. Every guide maps to accelerator delivery with embedded FDEs who implement in your environment.