---
title: "Fit: AI operations consultant"
url: "https://toddpaulbrownjr.com/fit/ai-consultant/"
author: "Todd Paul Brown Jr."
description: "Should you hire Todd Brown as an AI operations consultant? What matches, what doesn't, and the build pages and receipts behind every claim on this page."
kind: "role-fit"
revised: "2026-10-09T15:50:39+00:00"
as_of: "2026-09-27"
origin: "written"
canonical: true
about: ["content-ops","sadyr","legion"]
updated: "2026-10-09T15:50:39+00:00"
---

# Fit: AI operations consultant

## What the role usually needs

An AI operations consultant gets brought in to find where AI actually changes a company's numbers, build or oversee the systems that do it, and stay honest about what still needs a human. That usually means technical fluency deep enough to direct real implementation, not just write a slide deck; something shipped and running that proves it; and a way of reporting results that doesn't round up.

## What I have done that matches

- I run Adroit's production AI systems myself, not just advise on them. [Content Ops](/builds/content-ops/) is live, drafting a real client's content from an approved knowledge base, with 995 TypeScript and 57 Python tests passing.
- [Sadyr](/builds/sadyr/), a revenue agent that answers only from approved sources, went from first commit to production in twelve days and has been live since 30 June 2026.
- [LEGION](/builds/legion/), the multi-agent operating system both of those run on, is itself live and holds 64 capability packages across five folders.
- I built the headless evaluation battery that pressure-tests Sadyr's hosted answers against realistic conversations, because a test suite that only runs on mocks doesn't tell you what a live agent will actually say. That's the kind of gap an operations consultant is paid to catch before a client does.

## What I have not done

- Sadyr is not yet sold as a product. It runs two working demos for prospects. The paid work behind these pages is client work through Adroit, including a revenue-operations rebuild and a HubSpot connector. An engagement sold purely as AI consulting, with its own receipt on this site, is the next thing to add.
- One client relationship has been evolving into an enterprise-scale engagement: my partner now serves as their Fractional CRO, and we're integrated into their daily operations, including a site rebuild and a custom app with an anticipated 50,000+ user base. Things move fast in AI right now, and the market's understanding of what this work is worth has been growing with it.
- We're currently advising that same client on integrating their custom app with the RevOps pipeline we built for them — walking into a stack we didn't build ourselves and helping it connect. That's already outside-consultant work, even though it grew out of a system we built first.

## Evidence

| Claim | Receipt |
|---|---|
| Content Ops live; 995 TypeScript + 57 Python tests passing | [/builds/content-ops/](/builds/content-ops/), [/receipts/](/receipts/) |
| Sadyr: blueprint to production in twelve days, live since 30 June 2026 | [/builds/sadyr/](/builds/sadyr/), [/receipts/](/receipts/) |
| LEGION: live, 64 capability packages across five folders | [/builds/legion/](/builds/legion/), [/receipts/](/receipts/) |
| Sadyr: 2 working demos, not yet sold as a product | [/receipts/](/receipts/) |

## How I work

I direct agents in plain English instead of writing every line myself — Claude Code does the typing. That's not less rigor, it's a different place to put it: every release passes a test suite before it ships, gates can refuse a result, and a failed run gets a postmortem instead of a shrug. Status words on this site are never rounded up — built, live, demo, shipped, sold, or in development — and a page changes the moment its status does. See [how I work](/about/) and the numbers behind it on [receipts](/receipts/).

## Where this would not fit

The shape of what I built is already public: after budget cuts cost Adroit its team, I rebuilt operations around an agent-first model and recovered revenue without adding headcount back. Clients see me directly — I show up on the calls, then ship the MVP that week. I'm intrinsically connected to both scoping and delivery, not managing a layer of people between the client and the work.

More on the work: [/builds/](/builds/). Every number: [/receipts/](/receipts/).