AI consulting
Practical AI that fits the way your team already works.
I design and build AI assistants, agents, retrieval systems, and automations that solve specific business problems instead of chasing demos.
Timeline
4-12 weeks
Engagement
Scoped after AI audit
First move
Useful output in week one
What changes
Useful work, scoped around the real problem.
Useful AI needs a clear workflow, good source data, guardrails, evaluation, and a plan for how people will actually use it.
AI agent strategy and deployment
Customer-facing chatbots and assistants
Internal knowledge base chatbots
Model fine-tuning for your niche
RAG systems and document intelligence
AI workflow automation
Deliverables
What you have when the work ships.
The output is a working AI system with integrations, monitoring, usage guidance, and room to improve safely.
First useful move
Identify the workflow, source data, user expectation, and failure modes before picking a model or tool.
AI readiness assessment
Custom chatbot or AI agent
Fine-tuned model for your use case
Integration with existing systems
Team training on AI tools
Ongoing optimization plan
How the work moves
Enough structure to stay clear. Enough flexibility to adapt.
The point is not process for its own sake. It is making sure the work keeps producing useful decisions, working software, and fewer surprises.
Understand the real state
Review what exists, what is stuck, and which constraints matter before jumping into a solution.
Define the first useful scope
Separate must-haves from later ideas so the first version can ship without carrying unnecessary weight.
Build and validate
Ship working pieces, test the assumptions, and keep decisions visible as the work moves.
Launch with ownership
Put the code, hosting, documentation, and next steps where your team can keep operating.
Common questions
Frequently asked questions.
Quick answers to help you understand what to expect.
Have a different question?
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Learn moreWant AI that does useful work, not theater?
Bring the workflow, documents, or support problem. I will help decide where AI is actually worth applying.