Derisk360 vs In-House AI Team
Building an in-house AI team alone takes 12–18 months to hire and ramp; Derisk360 embeds trained FDEs immediately while transferring capability — accelerated production without losing internal ownership.
Building an in-house AI team alone takes 12–18 months to hire and ramp; Derisk360 embeds trained FDEs immediately while transferring capability — accelerated production without losing internal ownership.
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Decision context
Permanent hires are the right long-term goal. The gap is today: your board expects production outcomes while you are still recruiting ML engineers and writing job descriptions.
FDEs embed alongside your team, implement the first governed use case, and transfer runbooks — you keep the capability when the accelerator ends.
Internal hiring only 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 | In-house AI team only | Derisk360 |
|---|---|---|
| Time to first production | 12–18 months hiring + ramp | Governed go-live typically under 12 weeks |
| Risk | Team learns on your highest-stakes use case | FDEs bring production patterns from day one |
| Knowledge transfer | Gradual as team matures | Embedded transfer during delivery |
| Operations | You build ops from scratch | FDEE monitoring included, ops runbooks handed over |
| Cost model | Permanent headcount + failed pilots | Scoped outcome-based accelerator |
| Regulatory fit | Team builds governance as they learn | Model risk patterns from banking/insurance delivery |
| Long-term | Internal team owns everything | Accelerator accelerates internal team formation |
| Best approach | Hire permanently — eventually | FDE embed now + hire in parallel |
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Frequently asked questions
- Derisk360 vs In-House AI Team
- Derisk360 implements governed production AI through services and accelerators; internal hiring only 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.