Agent Evaluation
Agent evaluation measures quality, safety, compliance, and business outcomes for production AI — through automated eval harnesses, red teaming, and continuous FDEE monitoring before and after go-live.
Agent evaluation measures quality, safety, compliance, and business outcomes for production AI — through automated eval harnesses, red teaming, and continuous FDEE monitoring before and after go-live.
Last updated:
Evaluation is continuous discipline
One-time QA before demo day is not evaluation. Production eval requires golden datasets from real scenarios, automated scoring against policy, red teams probing injection and jailbreaks, and ongoing sampling of live traffic to detect drift.
Forward Deployed Evaluation Engineers (FDEEs) own this discipline at Derisk360 — embedded with FDEs from discovery through operate.
Addresses the #1 reason enterprise AI fails — deployment risk
4-Layer Intelligence Stack architecture
Embedded FDEs with 24/7 FDEE oversight
Governed production go-live typically under 12 weeks
What an eval harness includes
Representative test cases including edge cases auditors care about. Automated scoring for accuracy, latency, cost, and policy compliance. Regression gates in deployment pipelines. Production dashboards with alert thresholds and escalation to human review.
Side-by-side comparison.
| Aspect | Traditional approach | Derisk360 |
|---|---|---|
| Context | Sample datasets, manual exports | Unified governed context layer via MCP and graphs |
| Evaluation | Demo-day spot checks | FDEE-led eval harnesses and policy controls |
| Operations | Team disbands after pilot | 24/7 managed monitoring and tuning |
| Accountability | Success = proof-of-concept | Success = governed production outcomes |
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.
Production outcomes, not pilot metrics.
Typical accelerator go-live in regulated enterprise environments.
Production uptime for governed agent workloads post go-live.
Faster financial close via agentic reconciliation in banking.
Related resources
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
- How does Derisk360 deliver this in production?
- Derisk360 embeds Forward Deployed Engineers, runs structured AI accelerators, and implements governed agentic systems in your environment — with evaluation and managed operations built in from day one.
- Is Derisk360 a software vendor?
- No. Derisk360 is an enterprise AI services firm. You engage us for production outcomes through accelerators and implementations, not licensed shelfware.
- How do I start an engagement?
- Book a discovery call at derisk360.com/book. We map your highest-value use case and scope an outcome-based accelerator tailored to your industry.
- How does agent evaluation relate to Derisk360 services?
- Derisk360 implements this through AI accelerators and embedded FDEs — book a discovery call to scope your use case.