AI features that ship
Retrieval, agents, fine-tuning, evals — all the parts you've been half-prototyping, finished and wired into your product.
Read the playbook
AI & software studio · est. 2023
Build the boring true thing.
We build the AI features your team would build if you had six more months. Then we hand them back to you, working, in production, documented.
HaltFerrumKirby&SonsStannicOutpostNorthseaMargin
What we do
Three things, done thoroughly.
We don't list ten capabilities. We do three deeply, and we say no to the rest. If it doesn't fit, we'll point you at someone who does it well.
Backend rewrites
The unsexy work. We replace the part of your stack that's slowing the rest of your team down, without a six-month migration.
How we scopeProduct partnerships
For founders without a CTO yet. We become the technical co-founder for 6–12 months, then transition the build to your hire.
Engagement terms3 wks.
Median engagement length before the client has something running in production they didn't have before.
Recent work
Things we shipped that did the thing.
One number per case. We pick the one that mattered most to the client. The rest is in the case study.
Halt Logistics2025
Cut a 4,200-job dispatch backlog to 180.
96%backlog reduction in 3 weeks
Ferrum Health2025
Built the medical-record retriever their LLM had been faking.
0.92F1 on internal eval set
Kirby & Sons2024
Replaced a Rails monolith. Same product. Half the latency.
180msp95 down from 540ms
Stannic2024
Shipped the on-call agent that handles their tier-1 alerts.
73%of pages now resolved without humans
They told us what wouldn't work before we paid for it. That alone paid for the engagement twice over.
Mara Holloway
VP Engineering, Halt Logistics