Services

I work with your leadership and operational teams to map where decisions are slow, where data is trapped, and where automation would compound rather than create new overhead.

The deliverable is a sequenced roadmap: which initiatives to run first, what each depends on, what it plausibly costs, and which ones to decline. Declining the wrong projects is usually worth more than accelerating the right ones.

Most enterprise AI efforts stall on data access long before they stall on model quality. I design and implement the integration layer-- Azure-native where that fits, platform-based where an existing investment makes sense, custom where it does not.

This includes ingestion, lineage, access control, and the unglamorous reconciliation work that determines whether anyone trusts the output.

Different tasks have genuinely different requirements for reasoning depth, latency, cost, and data residency. A single-model deployment either overpays for simple work or underperforms on hard work.

I design architectures that route accordingly, with retrieval over your own content, fallback paths when a provider degrades, and a cost profile you can forecast. Vendor independence is a design goal, not an afterthought.

Before an AI system touches regulated data or customer-facing decisions, someone has to answer how it is tested, what it is permitted to do, and how failures surface.

I establish evaluation suites tied to your real cases, access and retention policies, human-review checkpoints where they matter, and the documentation your security and compliance teams will ask for. Done early this is straightforward; done after deployment it is a rebuild.

Workshops built around your industry and your actual documents, not generic prompt lists. We cover effective prompting, where these tools fail, and the privacy and policy boundaries your organization needs to set.

Delivered on site or remotely, with a written reference guide your team keeps.

I interview your team, map the processes eating the most time, and look at the systems and data those processes depend on.

You get a short, prioritized list of opportunities with effort and impact estimates, plus a clear recommendation on what to do first. If the honest answer is that nothing here justifies the investment yet, that is what the report says.

Purpose-built for the jobs that consume your week: answering policy questions, drafting routine correspondence, walking new hires through onboarding, triaging inbound requests.

Each assistant is grounded in your source material, tested against real questions from your staff, and delivered with an admin view so you can update what it knows without calling me.

Most time lost to administration is not a thinking problem-- it is a handoff problem. Intake forms that should reach your CRM on their own. Documents that should file themselves. Approvals that should notify the right person without being chased.

I build on the platforms you already own where possible, and write custom integrations where the off-the-shelf connectors fall short.

Workshops built around your industry and your actual documents, not generic prompt lists. We cover what these tools do well, where they fail, how to check their output, and the privacy boundaries your organization needs to set.

Delivered on site or remotely, with a written reference guide your team keeps.