Ship like a studio three times your size.
Small teams can't hire their way out of reporting, triage, and documentation. AI can take that load today. I find where it pays off in your production, wire it into the tools you already use, and build custom assistants for the jobs nothing off the shelf handles.
The work that eats your week, handled.
Sprint & milestone reporting
Status pulled from Jira, Linear, or Notion and written up for leads and publishers before standup.
Bug triage
New reports deduplicated, tagged, and routed to the right owner with severity suggested.
Meetings to tasks
Notes and decisions turned into tickets, owners, and due dates while the call is still fresh.
Playtest synthesis
Hundreds of survey responses and Discord threads condensed into themes your designers can act on.
Docs that stay current
GDDs, onboarding guides, and pipeline docs drafted and kept in sync with what the team actually does.
Pitch & publisher materials
Milestone reports, pitch decks, and grant applications drafted from your real production data.
Not a slide about AI. The actual thing.
Three examples of what lands in your inbox. Every sample uses a mock project. No client data appears on this page.
The Monday Production Brief
One page, in your inbox before standup. What slipped, what's blocked, and what's at risk this week. Every flagged item carries its Jira issue ID, so nobody has to hunt for the source.
The Milestone Health Dashboard
A read-only view your CEO and EP can read in two minutes. Prototype and Vertical Slice progress, open risk, and trend lines, refreshed weekly from Jira. Built from a dashboard I run on a live studio project tracking about 2,500 issues.
The AP Agent
An assistant producer that covers six workstreams. It starts read-only: it reads, sorts, and drafts. Write access gets added one action type at a time, only after the read-only version proves itself.
Start with an audit. Scale to custom tools.
AI Readiness Audit
A 45-minute call and a one-page write-up. I score your production in five areas, find where time goes, and show where AI will return hours this month. The audit is diagnosis only. Nothing gets built until you ask.
Each area is scored 0 (manual or missing), 1 (partly systemized), or 2 (solid). Total out of 10.
AI Workflow Integration
I embed with your team and wire AI into the pipeline you already have. Reporting, triage, documentation, and handoffs get faster without anyone learning a new process from scratch.
Custom AI Tools & Agents
Purpose-built assistants for your production. An AP agent that knows your schedule. A lore keeper that knows your world. An agent that drafts the weekly build notes. Built on current models, owned by you.
Stop your coding agents from guessing.
AI coding tools guess at engine APIs from old training data. That's where the bugs come from. I set up your team's agents with engine-aware skills tied to the exact engine version you ship on: Godot, Unity, Unreal, or Roblox. The agent loads only the skills a task needs, so it stays fast and on point.
Built by someone who has shipped.
Most AI vendors know models. Few know what a cert submission week feels like, or why a bug database falls apart at alpha. Fourteen shipped titles at Naughty Dog, Treyarch, and indie teams mean every tool I build starts from how game production actually runs.
The goal is the same as every Production Lab engagement: fewer surprises, faster decisions, and a team that spends its time on the game.
From first call to tools your team owns.
Discovery call
A free 30 minutes on your team, your tools, and where the week disappears.
Audit
Five areas scored, and the two or three changes with the biggest payoff picked.
Pass bar
Before any pilot starts, we agree on what success looks like and how we'll measure it. It goes in the contract.
Build & embed
Three rungs, and we only climb when the last one works.
Handoff
Your team owns the tools, the prompts, and the runbooks. Nothing depends on me staying.
Move fast. Keep control.
Your team stays in charge
AI drafts, sorts, and summarizes. A person approves anything that leaves the building.
Nothing connects without your OK
Written approval before I touch a single tool. Access is read-only and limited to the projects you name.
Your unannounced titles stay unannounced
No detail from your project shows up in any demo, screenshot, or case study. Ever.
Your AI policy wins
I check your rules on third-party model providers before anything gets set up.
Your IP stays yours
Tools are set up on model plans and settings that don't train on your data. I'll show you exactly which.
No fake-clean reports
Every number comes from your tracker. Missing data reads "not returned." If a source fails, you get a failure note, not a report that only looks right.
Measured, not hyped
Every report is checked against your real tracker for two weeks before you rely on it. Every workflow ships with a before and after so you can see what it saved.
Get your hours back.
Tell me where the week goes. I'll tell you what AI can take off the table.