Dev teams, game live-ops, and customer support all deal with the same kind of problem: a large share of the work is repetitive and predictable — common bugs in a pull request, the same handful of player reports over and over, the same handful of support questions every week. None of it requires much creativity, but it eats the time that could go toward harder, more interesting problems.

That's the gap we build for. Instead of asking teams to adopt a whole new platform, we plug AI into the parts of the workflow that are already well-understood and repetitive, and leave the judgment calls to people. The goal isn't to replace a team — it's to clear out the predictable work so the team can spend its time where it actually matters.

We currently work across three areas: code review support for dev teams, player safety / NPC dialogue / Live Ops support for game teams, and automation for support teams. Different surface, same underlying approach — and the same engineering team behind all three.

If your repetitive process falls outside these three areas, we're still happy to take a look. Most engagements start with a discovery call, so we can assess fit before deciding whether — and how — to bring it on.

How we work

A few things we try to hold ourselves to

Some of this is process, some of it is just how we'd want a vendor to treat us.

01
Pragmatic first

We solve a specific, well-defined problem before talking about a bigger vision. Every engagement starts as a scoped pilot — it's easier to trust a result you can see than a roadmap you can't.

02
Human in the loop

AI handles the repetitive, well-defined work; edge cases and key decisions always stay with a person. We're upfront about where it's reliable and where it still needs a human in the loop.

03
Embed, don't replace

We plug into the tools you already use, and we're not trying to lock you into a platform. If you want to bring the integration in-house later, we design for that from day one.

04
Your data stays yours

Integrations are scoped to what's needed for the task at hand, and we're open to custom or self-hosted deployment where that matters to you.

The team

A team that's worked on this before

We're a mix of backend engineers, ML engineers, and product people who've each spent time on problems like these.

Engineering

Builds and maintains the integrations — CI/CD hooks, game-engine SDKs, and support-platform connectors.

ML / AI

Owns the models and evaluation behind code review, dialogue generation, and automated triage.

Product & Delivery

Runs discovery and pilots, and stays the main point of contact through rollout and beyond.

Let's talk

Whether it's a full rollout or just one scenario, we're happy to talk it through

Contact us →