AI adoption, one measurable change at a time.

Turn interest in AI into an executable plan: which workflow to change, what to pilot, how to measure it, and who owns it once it’s live.

At a glance
Good for Prioritizing and piloting AI initiatives
Engagement Scoped project or $200 / hour
First step A short brief by email. Free.

What the work involves

AI transformation is a change in how work gets done. In a large organization it often starts with support operations or an internal engineering workflow; in a smaller business, with customer intake. Either way, the engagement ties technical delivery to adoption and a measurable outcome.

  • Review candidate workflows with the people who do the work.
  • Assess the available data, systems, constraints, and operating costs.
  • Prioritize opportunities by business value, feasibility, and risk.
  • Define the pilot, rollout plan, ownership, and guidance for the team.

When it helps

You have several AI initiatives competing for investment, or you’ve introduced tools that haven’t become part of how the team works.

A typical project

A support organization is weighing ticket triage, drafted answers, and a customer-facing assistant. We examine the current workload and information sources, select one bounded pilot, and agree how the team will measure quality and time saved before expanding.

EMAIL PHONE CALL CHAT DOCUMENTS ALERT AI AGENT YOUR INFORMATION YOUR RULES YOUR TOOLS · RECORDS TESTS + LOGS CRM RECORD BOOKING DRAFT REPLY SUPPORT TICKET ANSWER + SOURCES SUMMARY YOU APPROVE TO A PERSON · SUPPORT EMAIL CALL CHAT DOCS ALERT AI AGENT YOUR INFORMATION YOUR RULES YOUR TOOLS RECORDS TESTS + LOGS CRM RECORD BOOKING DRAFT REPLY SUPPORT TICKET ANSWER + SOURCES SUMMARY YOU APPROVE TO A PERSON SUPPORT
Chat assistant. It looks up records, answers routine questions from approved sources, and opens a support ticket when a person should take over.

What you get

DeliverableWhat it includes
A prioritized roadmap Recommended use cases with their dependencies, tradeoffs, and the reasoning behind their order.
A pilot brief One workflow, its baseline, success measures, delivery scope, and review criteria.
An adoption plan Guidance for users, operational ownership, and a feedback loop after rollout.

Questions

Can we start with one department?

Yes, and it’s usually the right start. A defined team or workflow makes the current process easier to understand and the result easier to judge. Broader change can follow what you learn.

Can you help our team adopt the solution?

Walkthroughs, documentation, and feedback sessions can be part of the engagement, scoped for both the people using the workflow and the team maintaining it.

Have a project in mind?

Send a short brief: the problem, the systems involved, your budget, and your timeline. I’ll review the fit and recommend a next step.

Start a project