Derisk360 vs OpenAI Enterprise
OpenAI sells model API access and enterprise agreements; Derisk360 implements governed production agents — context, guardrails, integration, eval, and 24/7 ops in your VPC.
OpenAI sells model API access and enterprise agreements; Derisk360 implements governed production agents — context, guardrails, integration, eval, and 24/7 ops in your VPC.
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Decision context
OpenAI provides world-class models. Production enterprise AI requires unified context from core systems, policy engines, audit trails, and operational ownership — none of which come with an API key.
Derisk360 implements the full stack around models: MCP integrations, knowledge graphs, multi-agent workflows, FDEE evaluation, and managed monitoring.
Model API vendor vs governed production delivery with embedded FDEs
Outcome-based services — not licences or hourly consulting
Evaluation and 24/7 operations built in from day one
Production track record in regulated industries
Side-by-side comparison.
| Aspect | OpenAI Enterprise | Derisk360 |
|---|---|---|
| Primary deliverable | Licence, API, or platform access | Governed agents in production with audit trails |
| Who implements | OpenAI Enterprise | Derisk360 partner |
| Context & integration | Generic connectors — your team integrates | Embedded FDEs unify context via MCP in your VPC |
| Regulated industries | Generic enterprise playbooks | Banking and insurance production specialisation |
| Evaluation | Your team or separate contract | FDEE eval harnesses and 24/7 monitoring |
| Accountability | Programme or licence milestones | Outcome-based production go-live |
| Time to production | Integration + internal ops | Typically under 12 weeks per use case |
| Best fit | Standard product capability at scale | Pilot-to-production on priority regulated workflows |
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Frequently asked questions
- Derisk360 vs OpenAI Enterprise
- Derisk360 implements governed production AI through services and accelerators; model api vendor typically does not include embedded production delivery.
- Is Derisk360 a product vendor?
- No. Derisk360 is a services firm — outcome-based engagements, not software licences.
- How do I evaluate partners?
- Ask who owns production go-live, evaluation after launch, and operational accountability.
- What industries does Derisk360 serve?
- Banking, insurance, and regulated financial services with production implementations.
- How do I start?
- Book a discovery call at derisk360.com/book.
- What is an AI accelerator?
- A structured programme from discovery to governed production go-live in weeks, delivered by embedded FDEs.