Foundational architecture to scale enterprise AI agents
Context layer, shared components and human oversight for agents in production
Written for CIOs, CTOs, COOs and heads of finance, operations, service and compliance in UK and European enterprises. Insurance, financial services and logistics editions are available on request.
What’s inside
- 01The problem is not too few agents03
- 02Where the value is: department workflows and archetypes05
- 03Trust is designed in07
- 04The stack: context layer, shared components, department agents09
- 05Security layers and the governance path12
- 06Shadow mode, evaluation and monitoring14
- 07The operating model17
- 08One pattern, many departments19
- 09Industry lens20
- 10What to do on Monday21
- —Sources and notes22
- —Your next step: the AI Readiness Workshop23
Written for the people who have to justify the next step. UK and European enterprises choosing where agents go first, or working out why a pilot stalled.
Cross-industry
CIOs, CTOs, COOs and heads of finance, operations, customer service and compliance.
Insurers & MGAs
Claims, underwriting, bordereaux, delegated authority, pricing and complaints, with Consumer Duty and Lloyd’s where they apply.
Banks & lenders
KYC and AML, credit, payments, complaints and wealth operations under PRA model risk and the EU AI Act.
Freight & 3PLs
Quoting, booking intake, customs, freight audit and exceptions against TMS, carrier portals and trade rules.
Short answers. Then the form opens the gated reader.
What is in the whitepaper?
Twenty-four pages on why agents stall between pilot and production, where value sits in department workflows, how to design trust in, the three-layer stack, shadow mode, the operating model, an industry lens and a Monday plan. It ends with a free AI Readiness Workshop.
Who is it written for?
CIOs, CTOs, COOs and the heads of finance, operations, customer service and compliance in UK and European enterprises.
How do I get the PDF?
Fill in the form below. You open a gated in-site reader. Download PDF is available there. Reading activity is linked to the email you submit — see the privacy note.
Is there a cost?
No. The whitepaper is free. After you read it, you can book a free one-hour AI Readiness Workshop with our engineers.
Can I book a call after reading?
Yes. The thank-you state and the PDF point to the free workshop at datahatch.ai/ai-readiness-workshop.
Open the reader. Then book a workshop when you are ready.
Submit the form to open the gated in-site viewer. You can download the PDF from there. Sector editions (insurance, financial services, logistics) remain available on request.
01 Open the in-site reader
02 Download the PDF if you want a copy
03 Book the free AI Readiness Workshop