Colton Weeks Consulting

Put AI to work in the business you already run.

For owners who want AI working in their own company. I build on the software you have, or rebuild it without stopping the business.

Every engagement starts with a free 20-minute session, then a fixed-fee, read-only Current State Assessment.

A one-person AI implementation agency. Fractional COO.San Francisco Bay Area

Find the friction. Fix it.

  • Find the friction

    I measure where work stalls, gets typed twice or waits on one person. Nothing is built before that.

  • Fix it

    I build the fix into the system you already run. Every change is tested before it ships. The business keeps running.

  • Keep improving

    Each week the system learns from its own work and gets a little better. You approve every change.

Where owners get stuck with AI.

  • You bought AI tools.
  • You tried AI in a few places.
  • You hired an expert.
  • You're still stuck, because nobody follows a structured AI practice.

AI output with no rules and no review.

AI transformation works like Agile transformation did.

I spent years coaching Agile transformations. AI follows the same pattern.

  • Start with one leak

    One leak, named.

  • Measure first

    Measure before we touch.

  • Small changes, each tested

    Every change is tested before it ships.

  • Coach, then step back

    The method stays after I leave.

How it works

Timing is typical, not fixed.

  1. Current State Assessment

    Weeks 1-2

    Fixed fee. Read-only.

  2. The build

    Weeks 3-6

    Custom apps, websites, SEO and AI agents, scoped from what the assessment found.

  3. Install the practice

    Weeks 7+

    So the capability stays after I leave.

  4. Advisory

    Ongoing

    Monthly retainer.

Proof

lines of application code
40,170
lines of tests
17,858
merged pull requests
462
commits, one developer
1,205

Counted against their repository on October 27, 2026: every line in the Python files, blank lines and comments included.

Who I work with

  • Nonprofits

    A nonprofit food services operation is the client behind most of these case studies. Nonprofits can start with an abbreviated Current State Assessment.

  • Small businesses

    Owner-run businesses, from founders working alone to companies of about 200.

    In person for San Francisco firms up to 40 people.

    Company Brain

  • Busy professionals

    One point of contact for routine work: tasks, files, emails, inboxes, events, purchases and invitations.

    Concierge

One point of contact. Six disciplines.

Six kinds of work from one person, without hiring a team.

  • AI implementation and agentic workflows

    AI your team uses every day. Agent teams and automation, with every change tested before it ships.

  • AI strategy and advisory

    Where AI fits your business and where it doesn't. You get a written strategy and a standing second opinion before decisions get locked.

  • System architecture and software design

    Production systems designed around how your business works, built to outlive any single contributor.

  • Business improvement analysis

    I map where the effort goes, find the constraint, and say which fix pays first.

  • Change management and ways of working

    Adoption gates and learning loops, so the change sticks after I leave.

  • Efficiency, measured

    Measure before we touch. I put numbers on the pain before anything is built.

I spent a career leading multi-person teams on long timelines at enterprise prices. I know what that costs because I led it.

Strategy, architecture, engineering and quality used to take a department. With AI, one person can now cover them for businesses that already know how to be successful.

Start with a conversation

A short call. Twenty minutes, free, no deck.