Productized engagement

Private AI Pilot.
Four weeks. One production use case.

A fixed-scope, fixed-timeline Private AI pilot. On-premise LLM, RAG with citations, eval suite, audit logging, and an internal walkthrough so your team owns it after I leave. Built for regulated sectors where the cloud is not an answer.

Timeline
4 weeks
Scope
1 use case
Pricing
From $15k
Support
30 days

The four weeks, in order.

Week 1

Discovery and architecture

  • Map the use case end to end: users, data, decisions, latency budget
  • Compliance and residency review (PDPL, DIFC, GDPR as applicable)
  • Model and infra selection. Sign off on architecture document
Week 2

Stand up the stack

  • Deploy the model serving layer (vLLM or Ollama) on your infra
  • Build the RAG pipeline with chunking and citation surface
  • Wire identity, role-based access, and audit logging
Week 3

Build and integrate

  • Ship the production interface (chat, search, or agent UI)
  • Integrate with the source of truth: docs, DB, internal APIs
  • Add eval suite with a 100-row golden dataset and LLM-as-judge
Week 4

Harden, ship, hand off

  • Cost guardrails, rate limits, and incident playbook
  • Internal team enablement: 90-min walkthrough plus a recorded primer
  • Production launch with a 30-day support window

What's in the box.

  • On-premise LLM deployed on your infrastructure
  • RAG pipeline with citation-first responses
  • Eval suite with golden dataset and LLM-as-judge
  • Identity, RBAC, and audit log to your SIEM
  • Cost guardrails and rate limits
  • Architecture document plus runbook
  • Recorded internal walkthrough for your team
  • 30-day post-launch support

Fit check.

The pilot ships best when these four things are true. If only some are true, a discovery call will sort whether the pilot or a different scope fits.

  • You have a defined use case (not a research question)
  • You have data the LLM should ground on
  • You have a stakeholder who will use the result the day it ships
  • You operate in a sector where data residency is non-negotiable

Reserve a pilot slot.

I take two pilots in flight at any time. Discovery call locks scope and start date.

Get practical AI and engineering playbooks

Weekly field notes on private AI, automation, and high-performance Next.js builds. Each edition is concise, implementation-ready, and tested in production work.

Open full subscription page

Get the latest insights on AI and full-stack development.