# Derisk360 > Enterprise AI services firm. AI accelerators and production implementations with embedded Forward Deployed Engineers (FDE) for banking, insurance, and regulated industries. Derisk360 is an enterprise AI services firm specializing in AI accelerators and production implementations — governed agents, context engineering, and embedded FDEs that ship to production and stay accountable. Outcome-based services: you buy results, not hours. ## Core pages - [Enterprise AI Services](https://derisk360.com): Enterprise AI services — accelerators and implementations - [About](https://derisk360.com/company/about): About Derisk360 — enterprise AI services firm with McKinsey, Deloitte, EY, and Kearney pedigree - [What is AI Deployment](https://derisk360.com/what-is-ai-deployment): Definitive guide to enterprise AI deployment - [Accelerators](https://derisk360.com/accelerators): Derisk360 AI accelerators — capability programmes from context to production - [Services](https://derisk360.com/platform): Derisk360 AI services and accelerator programmes - [The Factory](https://derisk360.com/factory): FDE & FDEE Factory — trained engineers, ready to deploy - [Architecture](https://derisk360.com/architecture): The 4-Layer Intelligence Stack - [Industries](https://derisk360.com/industries): Enterprise AI accelerators and implementations for banking, insurance, and regulated industries - [Customers](https://derisk360.com/customers): Enterprises that trust Derisk360 for AI accelerators and production implementations - [Deployment Hub](https://derisk360.com/deployment): Enterprise AI deployment — pilot to production, FDEs, governance, and derisking go-live - [Book a Discovery Call](https://derisk360.com/book): Schedule a discovery call with Derisk360 - [Contact](https://derisk360.com/contact): Contact Derisk360 - [Guides & Resources](https://derisk360.com/guides): Practical guides on enterprise AI deployment, pilot-to-production, and evaluation - [Careers](https://derisk360.com/company/careers): Join Derisk360 — Forward Deployed Engineers building enterprise AI in production - [Glossary](https://derisk360.com/glossary): Enterprise AI glossary — deployment, governance, and production terms - [Blog](https://derisk360.com/blog): Insights on enterprise AI deployment and governed agentic AI - [Compare](https://derisk360.com/compare): Compare Derisk360 with consulting firms, vendors, and build-vs-buy options - [Frameworks](https://derisk360.com/frameworks): Derisk360 frameworks for AI deployment risk and production readiness - [Research](https://derisk360.com/research): Original research on enterprise AI deployment risk and outcomes - [Team](https://derisk360.com/company/team): Meet the Derisk360 team - [Locations](https://derisk360.com/geo): Enterprise AI services by location — UK, US, Europe, and globally - [Privacy Policy](https://derisk360.com/privacy): Derisk360 privacy policy - [Terms of Service](https://derisk360.com/terms): Derisk360 terms of service - [Podcasts](https://derisk360.com/resources/podcasts): Derisk360 podcasts on enterprise AI deployment ## Deployment cluster - [Why Enterprise AI Fails](https://derisk360.com/why-enterprise-ai-fails): Why enterprise AI fails — the real reasons pilots stall and how regulated enterprises cross to governed production. - [Pilot to Production](https://derisk360.com/pilot-to-production): Pilot to Production — enterprise AI deployment from Derisk360. - [Enterprise AI Deployment](https://derisk360.com/enterprise-ai-deployment): Enterprise AI deployment explained — from context to production operations in regulated environments. - [AI Deployment Risk](https://derisk360.com/ai-deployment-risk): AI Deployment Risk — enterprise AI deployment from Derisk360. - [Governed Agentic AI](https://derisk360.com/governed-agentic-ai): Governed Agentic AI — enterprise AI deployment from Derisk360. - [Context Engineering for Enterprise](https://derisk360.com/context-engineering-enterprise): Context Engineering for Enterprise — enterprise AI deployment from Derisk360. - [AI Accelerators Explained](https://derisk360.com/ai-accelerators-explained): AI Accelerators Explained — enterprise AI deployment from Derisk360. - [Forward Deployed Engineers](https://derisk360.com/forward-deployed-engineers): Forward Deployed Engineers — enterprise AI deployment from Derisk360. - [Outcome-Based AI Services](https://derisk360.com/outcome-based-ai): Outcome-Based AI Services — enterprise AI deployment from Derisk360. - [4-Layer Intelligence Stack](https://derisk360.com/4-layer-intelligence-stack): 4-Layer Intelligence Stack — enterprise AI deployment from Derisk360. - [AI Governance for Production](https://derisk360.com/ai-governance-production): AI Governance for Production — enterprise AI deployment from Derisk360. - [Regulated AI Deployment](https://derisk360.com/regulated-ai-deployment): Regulated AI Deployment — enterprise AI deployment from Derisk360. - [Agent Evaluation](https://derisk360.com/agent-evaluation): Agent Evaluation — enterprise AI deployment from Derisk360. - [Managed AI Operations](https://derisk360.com/managed-ai-operations): Managed AI Operations — enterprise AI deployment from Derisk360. - [Derisk AI Deployment](https://derisk360.com/derisk-ai-deployment): Derisk AI Deployment — enterprise AI deployment from Derisk360. ## Accelerators - [Data & Context Engineering](https://derisk360.com/accelerators/context-engineering): Build a single governed context layer across every source system in scope. - [Enterprise Data Management](https://derisk360.com/accelerators/enterprise-data-management): Agentic approach to enterprise data management — curation, quality, and scale. - [Universal MCP Integration](https://derisk360.com/accelerators/universal-mcp-integration): Create, connect, and manage MCP servers and integrations from a single fabric. - [Knowledge Graph & Data Qualification](https://derisk360.com/accelerators/knowledge-graph-intelligence): Find, map, and qualify data — then interact through graph-based intelligence. - [Agentic Transformation Framework](https://derisk360.com/accelerators/agentic-transformation): Convert complex processes into governed, production-ready multi-agent workflows. - [Industry Implementation Accelerators](https://derisk360.com/accelerators/industry-implementation-accelerators): Industry-aligned patterns for KYC, onboarding, claims, and high-value workflows. - [Re/Insurance Agentic Operations](https://derisk360.com/accelerators/reinsurance-agentic-operations): Back-office agentic operations for re/insurance — coordinated multi-agent delivery. - [Cloud & Model Engineering](https://derisk360.com/accelerators/cloud-model-engineering): Deploy and scale securely in your cloud with the right LLM/SLM mix. - [Evaluation & Guardrails](https://derisk360.com/accelerators/evaluation-guardrails): Forward Deployed Eval Engineers, policy controls, and human-in-the-loop from day one. - [Managed AI & Monitoring](https://derisk360.com/accelerators/managed-ai-monitoring): 24/7 monitoring, performance optimisation, and proactive issue resolution. ## Industries - [AI Implementation for Banking](https://derisk360.com/industries/banking): Enterprise AI accelerators and implementations for banking and financial services — KYC, onboarding, reconciliation, and governed agentic operations. - [AI Implementation for Insurance](https://derisk360.com/industries/insurance): AI accelerators and agentic implementations for insurance and reinsurance — claims, underwriting support, and back-office operations. ## Guides - [Enterprise AI Deployment Guide](https://derisk360.com/guides/enterprise-ai-deployment-guide): Enterprise AI Deployment Guide — practical enterprise AI deployment guide from Derisk360. - [Pilot to Production Playbook](https://derisk360.com/guides/pilot-to-production-playbook): Pilot to Production Playbook — practical enterprise AI deployment guide from Derisk360. - [AI Governance Checklist](https://derisk360.com/guides/ai-governance-checklist): AI Governance Checklist — practical enterprise AI deployment guide from Derisk360. - [Context Engineering Guide](https://derisk360.com/guides/context-engineering-guide): Context Engineering Guide — practical enterprise AI deployment guide from Derisk360. - [Multi-Agent Design Patterns](https://derisk360.com/guides/multi-agent-design-patterns): Multi-Agent Design Patterns — practical enterprise AI deployment guide from Derisk360. - [AI Evaluation Framework](https://derisk360.com/guides/ai-evaluation-framework): AI Evaluation Framework — practical enterprise AI deployment guide from Derisk360. - [FDE Engagement Model](https://derisk360.com/guides/fde-engagement-model): FDE Engagement Model — practical enterprise AI deployment guide from Derisk360. - [AI Accelerator Selection Guide](https://derisk360.com/guides/ai-accelerator-selection): AI Accelerator Selection Guide — practical enterprise AI deployment guide from Derisk360. - [Banking AI Implementation Guide](https://derisk360.com/guides/banking-ai-implementation): Banking AI Implementation Guide — practical enterprise AI deployment guide from Derisk360. - [Insurance AI Implementation Guide](https://derisk360.com/guides/insurance-ai-implementation): Insurance AI Implementation Guide — practical enterprise AI deployment guide from Derisk360. - [AI Security Baseline](https://derisk360.com/guides/ai-security-baseline): AI Security Baseline — practical enterprise AI deployment guide from Derisk360. - [AI ROI Measurement](https://derisk360.com/guides/ai-roi-measurement): AI ROI Measurement — practical enterprise AI deployment guide from Derisk360. - [Vendor vs Services for Enterprise AI](https://derisk360.com/guides/vendor-vs-services-ai): Vendor vs Services for Enterprise AI — practical enterprise AI deployment guide from Derisk360. - [AI Operating Model Guide](https://derisk360.com/guides/ai-operating-model): AI Operating Model Guide — practical enterprise AI deployment guide from Derisk360. - [Regulatory AI Compliance Guide](https://derisk360.com/guides/regulatory-ai-compliance): Regulatory AI Compliance Guide — practical enterprise AI deployment guide from Derisk360. - [AI Data Strategy Guide](https://derisk360.com/guides/ai-data-strategy): AI Data Strategy Guide — practical enterprise AI deployment guide from Derisk360. - [Agent Guardrails Setup](https://derisk360.com/guides/agent-guardrails-setup): Agent Guardrails Setup — practical enterprise AI deployment guide from Derisk360. - [MCP Integration Guide](https://derisk360.com/guides/mcp-integration-guide): MCP Integration Guide — practical enterprise AI deployment guide from Derisk360. - [Knowledge Graph for Agents](https://derisk360.com/guides/knowledge-graph-for-agents): Knowledge Graph for Agents — practical enterprise AI deployment guide from Derisk360. - [AI Incident Response](https://derisk360.com/guides/ai-incident-response): AI Incident Response — practical enterprise AI deployment guide from Derisk360. - [AI Change Management](https://derisk360.com/guides/ai-change-management): AI Change Management — practical enterprise AI deployment guide from Derisk360. - [AI Procurement RFP Guide](https://derisk360.com/guides/ai-procurement-rfp): AI Procurement RFP Guide — practical enterprise AI deployment guide from Derisk360. - [AI Talent Model](https://derisk360.com/guides/ai-talent-model): AI Talent Model — practical enterprise AI deployment guide from Derisk360. - [AI Portfolio Management](https://derisk360.com/guides/ai-portfolio-management): AI Portfolio Management — practical enterprise AI deployment guide from Derisk360. - [Legacy Integration for AI](https://derisk360.com/guides/legacy-integration-ai): Legacy Integration for AI — practical enterprise AI deployment guide from Derisk360. - [AI Observability Setup](https://derisk360.com/guides/ai-observability-setup): AI Observability Setup — practical enterprise AI deployment guide from Derisk360. - [Red Team AI Systems](https://derisk360.com/guides/red-team-ai-systems): Red Team AI Systems — practical enterprise AI deployment guide from Derisk360. - [AI Cost Optimisation](https://derisk360.com/guides/ai-cost-optimisation): AI Cost Optimisation — practical enterprise AI deployment guide from Derisk360. - [AI Ethics Board Setup](https://derisk360.com/guides/ai-ethics-board): AI Ethics Board Setup — practical enterprise AI deployment guide from Derisk360. - [AI Deployment Timeline](https://derisk360.com/guides/ai-deployment-timeline): AI Deployment Timeline — practical enterprise AI deployment guide from Derisk360. ## Frameworks - [AI Deployment Risk Index](https://derisk360.com/frameworks/ai-deployment-risk-index): AI Deployment Risk Index — Derisk360 proprietary framework for enterprise AI deployment. - [4-Layer Readiness Assessment](https://derisk360.com/frameworks/4-layer-readiness): 4-Layer Readiness Assessment — Derisk360 proprietary framework for enterprise AI deployment. - [Accelerator Maturity Model](https://derisk360.com/frameworks/accelerator-maturity-model): Accelerator Maturity Model — Derisk360 proprietary framework for enterprise AI deployment. - [Context Maturity Model](https://derisk360.com/frameworks/context-maturity): Context Maturity Model — Derisk360 proprietary framework for enterprise AI deployment. - [Evaluation Maturity Model](https://derisk360.com/frameworks/eval-maturity): Evaluation Maturity Model — Derisk360 proprietary framework for enterprise AI deployment. - [Governance Maturity Model](https://derisk360.com/frameworks/governance-maturity): Governance Maturity Model — Derisk360 proprietary framework for enterprise AI deployment. - [AI Ops Maturity Model](https://derisk360.com/frameworks/ops-maturity): AI Ops Maturity Model — Derisk360 proprietary framework for enterprise AI deployment. - [Use Case Scoring Framework](https://derisk360.com/frameworks/use-case-scoring): Use Case Scoring Framework — Derisk360 proprietary framework for enterprise AI deployment. - [FDE Operating Model](https://derisk360.com/frameworks/fde-operating-model): FDE Operating Model — Derisk360 proprietary framework for enterprise AI deployment. - [Production Go-Live Gates](https://derisk360.com/frameworks/production-go-live-gates): Production Go-Live Gates — Derisk360 proprietary framework for enterprise AI deployment. ## Comparisons - [Derisk360 vs McKinsey for Enterprise AI](https://derisk360.com/compare/derisk360-vs-mckinsey): Derisk360 vs McKinsey for Enterprise AI — decision guide for enterprise AI buyers. - [Derisk360 vs Deloitte for Enterprise AI](https://derisk360.com/compare/derisk360-vs-deloitte): Derisk360 vs Deloitte for Enterprise AI — decision guide for enterprise AI buyers. - [Derisk360 vs EY for Enterprise AI](https://derisk360.com/compare/derisk360-vs-ey): Derisk360 vs EY for Enterprise AI — decision guide for enterprise AI buyers. - [Derisk360 vs Accenture for Enterprise AI](https://derisk360.com/compare/derisk360-vs-accenture): Derisk360 vs Accenture for Enterprise AI — decision guide for enterprise AI buyers. - [Derisk360 vs Cognizant for Enterprise AI](https://derisk360.com/compare/derisk360-vs-cognizant): Derisk360 vs Cognizant for Enterprise AI — decision guide for enterprise AI buyers. - [Derisk360 vs Palantir for Enterprise AI](https://derisk360.com/compare/derisk360-vs-palantir): Derisk360 vs Palantir for Enterprise AI — decision guide for enterprise AI buyers. - [Derisk360 vs Databricks for Enterprise AI](https://derisk360.com/compare/derisk360-vs-databricks): Derisk360 vs Databricks for Enterprise AI — decision guide for enterprise AI buyers. - [Derisk360 vs OpenAI Enterprise](https://derisk360.com/compare/derisk360-vs-openai): Derisk360 vs OpenAI Enterprise — decision guide for enterprise AI buyers. - [Derisk360 vs Microsoft Copilot](https://derisk360.com/compare/derisk360-vs-microsoft-copilot): Derisk360 vs Microsoft Copilot — decision guide for enterprise AI buyers. - [Derisk360 vs Salesforce Einstein](https://derisk360.com/compare/derisk360-vs-salesforce-einstein): Derisk360 vs Salesforce Einstein — decision guide for enterprise AI buyers. - [Derisk360 vs ServiceNow AI](https://derisk360.com/compare/derisk360-vs-service-now): Derisk360 vs ServiceNow AI — decision guide for enterprise AI buyers. - [Derisk360 vs Big Four for AI](https://derisk360.com/compare/derisk360-vs-big-four): Derisk360 vs Big Four for AI — decision guide for enterprise AI buyers. - [Derisk360 vs AI Startups](https://derisk360.com/compare/derisk360-vs-ai-startups): Derisk360 vs AI Startups — decision guide for enterprise AI buyers. - [Derisk360 vs In-House AI Team](https://derisk360.com/compare/derisk360-vs-in-house): Derisk360 vs In-House AI Team — decision guide for enterprise AI buyers. - [Derisk360 vs Offshore AI Development](https://derisk360.com/compare/derisk360-vs-offshore): Derisk360 vs Offshore AI Development — decision guide for enterprise AI buyers. - [AI Services vs AI Software](https://derisk360.com/compare/services-vs-software-ai): AI Services vs AI Software — decision guide for enterprise AI buyers. - [AI Consulting vs Implementation](https://derisk360.com/compare/consulting-vs-implementation): AI Consulting vs Implementation — decision guide for enterprise AI buyers. - [Build vs Buy Enterprise AI](https://derisk360.com/compare/build-vs-buy-ai): Build vs Buy Enterprise AI — decision guide for enterprise AI buyers. - [AI Accelerator vs POC](https://derisk360.com/compare/accelerator-vs-poc): AI Accelerator vs POC — decision guide for enterprise AI buyers. - [FDE vs Staff Augmentation](https://derisk360.com/compare/fde-vs-staff-augmentation): FDE vs Staff Augmentation — decision guide for enterprise AI buyers. ## Research - [Enterprise AI Failure Rate 2026](https://derisk360.com/research/enterprise-ai-failure-rate-2026): Survey data: over 80% of enterprise AI initiatives stall before governed production go-live. - [Pilot to Production Gap](https://derisk360.com/research/pilot-to-production-gap): Quantifying the average 18-month gap between POC and production in financial services. - [Context Engineering Adoption](https://derisk360.com/research/context-engineering-adoption): How many enterprises have unified context infrastructure ready for agents. - [FDE Effectiveness Study](https://derisk360.com/research/fde-effectiveness): Production go-live rates when FDEs embed vs traditional consulting models. - [AI Governance Spend Trends](https://derisk360.com/research/ai-governance-spend): Where regulated enterprises invest in governance vs model spend. - [Accelerator ROI Benchmark](https://derisk360.com/research/accelerator-roi): Time-to-value and risk reduction from structured accelerator engagements. - [Agent Incident Frequency](https://derisk360.com/research/agent-incident-frequency): Reported production incidents and mean time to remediate in banking AI. - [Eval Harness Adoption Rate](https://derisk360.com/research/eval-adoption-rate): Percentage of enterprises running automated eval before production go-live. - [Shadow AI Prevalence](https://derisk360.com/research/shadow-ai-prevalence): How widespread unsanctioned AI tool use is in regulated firms. - [Enterprise AI TCO Benchmark](https://derisk360.com/research/ai-tco-benchmark): Total cost breakdown: models, integration, operations, and risk. ## Locations - [Enterprise AI Services UK](https://derisk360.com/geo/enterprise-ai-services-uk): Derisk360 delivers governed production AI for UK enterprises in banking, insurance, and financial services. - [Enterprise AI Services London](https://derisk360.com/geo/enterprise-ai-services-london): London-based and UK-wide enterprise AI accelerators with embedded Forward Deployed Engineers. - [Enterprise AI Services US](https://derisk360.com/geo/enterprise-ai-services-us): US enterprises engage Derisk360 for outcome-based AI deployment and accelerators. - [Enterprise AI Services Europe](https://derisk360.com/geo/enterprise-ai-services-europe): European regulated enterprises deploy governed AI with Derisk360 services. - [Enterprise AI Services Singapore](https://derisk360.com/geo/enterprise-ai-services-singapore): APAC financial services AI deployment with governed agents and FDE embed. - [Enterprise AI Services UAE](https://derisk360.com/geo/enterprise-ai-services-uae): Middle East enterprise AI implementation with private cloud deployment. - [Enterprise AI Services Australia](https://derisk360.com/geo/enterprise-ai-services-australia): Australian enterprises derisk AI deployment through structured accelerators. - [Enterprise AI Services Canada](https://derisk360.com/geo/enterprise-ai-services-canada): Canadian financial services AI production delivery with audit-ready governance. - [Enterprise AI Services Germany](https://derisk360.com/geo/enterprise-ai-services-germany): German enterprises implement governed agentic AI with embedded delivery teams. - [Enterprise AI Banking UK](https://derisk360.com/geo/enterprise-ai-banking-uk): UK banks deploy governed agents for operations, compliance, and customer workflows. - [Enterprise AI Insurance UK](https://derisk360.com/geo/enterprise-ai-insurance-uk): UK insurers automate claims and underwriting with production-grade AI. - [AI Deployment Services London](https://derisk360.com/geo/ai-deployment-services-london): London enterprises buy production AI outcomes — not pilots — through Derisk360 accelerators. - [Forward Deployed Engineers UK](https://derisk360.com/geo/forward-deployed-engineers-uk): FDEs embed in UK client organisations for production AI delivery. - [AI Accelerators UK](https://derisk360.com/geo/ai-accelerators-uk): Structured UK accelerator programmes from discovery to governed go-live. - [Regulated AI Services UK](https://derisk360.com/geo/regulated-ai-services-uk): FCA-aware governed AI deployment for UK financial services. ## Trust & security - [Security](https://derisk360.com/security): Derisk360 security practices for enterprise AI - [Trust & Compliance](https://derisk360.com/trust): Trust and compliance for enterprise AI at Derisk360 - [Press](https://derisk360.com/press): Derisk360 press and media resources ## Company - [About](https://derisk360.com/company/about): Enterprise AI services firm — team pedigree and delivery model - [Team](https://derisk360.com/company/team): Meet the Derisk360 team - [Contact](https://derisk360.com/contact): Get in touch - [Book a Discovery Call](https://derisk360.com/book): Schedule a discovery call ## Optional - [Full documentation](https://derisk360.com/llms-full.txt) - [AI usage policy](https://derisk360.com/ai.txt) - [Blog](https://derisk360.com/blog)