01 · ADVISORY
Advisory
Architecture and data reviews, go-no-go, priority plan, async in an agreed window.
For: Team exists; need senior Data & AI judgment.
4 days · min 3 months
ENTERPRISE CONSULTING
How we can work together.
A focused project, ongoing support, or hands-on team training. We’ll help you choose the right format. Hands-on Data & AI consulting - from raw data to production results. Founder-led. No junior handoffs.
A defined outcome, scope, timeline, and price.
PROJECT · EXAMPLE ENGAGEMENTS
A defined outcome, scoped around your needs.
Choose the scope your team needs - these are examples, not required stages. Ownership means post-go-live care of a specific system - not monthly Data & AI capacity.
10 business days
AI Production Readiness Audit
Ship, redesign, pause, or kill. A defensible verdict on whether your PoC can become a production system - with a 90-day roadmap if it can.
- Production Readiness Score (1-5 per dimension)
- Architecture Risk Map
- Data Readiness Gap Analysis
- Governance + Eval Plan
- Cost & Monitoring Model
- 90-Day Production Roadmap
3-6 weeks
Architecture Sprint
Data architecture, RAG, agents, or platform design. You leave with diagrams, eval plans, prototypes, and ADRs your team can build from.
- Target architecture diagrams + ADRs
- Eval framework + golden set
- Prototype of 1-2 critical workflows
- Vendor / model evaluation
- Handover doc + 30-day support
3-6 months
Production Ownership
After go-live: monitoring, least privilege, and safe iteration - not a handoff-and-disappear.
- Ownership of a specific system after go-live - not a monthly capacity retainer
- Monitoring, least privilege, and safe iteration
- Reviews, decisions, vendor calls, and build oversight
- Founder-led; no junior handoff
ONGOING SUPPORT
Fractional Data & AI.
Hire monthly Data & AI capacity - from data foundations to production AI. Bring a use case or we’ll find the right one in the first days.
Monthly capacity with a hands-on Data & AI consultant - pipelines, models, agents, and production - with or without a use case yet.
02 · EMBEDDED · DEFAULT
Embedded
All Advisory plus a weekly embedded day: pipelines, ML/LLM/agents, and production care on 1-2 initiatives. If there is no use case yet, the first days are clarity, then we build.
For: Want hands-on in the team rhythm.
8 days · min 3 months
03 · INTENSIVE
Intensive
All Embedded plus heavier hands-on across data, AI, and infra.
For: Deep push / multiple workstreams.
> 8 days · min 3 months
MONTHLY POOL
No use case yet? Fractional still works - first block is clarity, then we build.
In the monthly pool: ETL / lakehouse / DWH, orchestration, ML / LLM / agents, production (evals, access, cost), and business intelligence or apps when they serve the system. Use-case clarity when it is missing.
Out of the monthly pool: large greenfield products, 24/7 ops, and formal security / pen tests - those are a separate scope (Audit, Sprint, Ownership, or custom).
AI training for business and technical teams.
For business teams
Use AI in everyday work - research, analysis, documents, and repeatable workflows. Practice on tasks relevant to your team.
For technical teams
Apply AI to software development and technical workflows - with practical methods for reviewing outputs, testing, and working safely with company data.
Standalone workshops or training alongside an implementation, tailored to your team’s tools and experience.
FIT
I am most useful when…
YES - GOOD FIT
- An AI initiative is stuck between PoC and production
- Data foundations are not ready for reliable AI
- Security, governance, or privacy make standard tools insufficient
- Your company needs an AI architect who bridges strategy and execution
- Business or technical teams need practical skills to use AI in their work
NO - NOT FOR YOU
- Expecting a generic presentation with no hands-on practice
- Need a consulting deck factory
- Want "AI theatre" for the board
- Expecting guaranteed results without testing the use case
- Want a multi-specialist subscription instead of a principal consultant
NEXT STEP
Thirty minutes. Honest fit assessment.
No demo required. We’ll discuss your goals, data, or team’s learning needs and recommend a practical next step.