From ten years to three days
Mailbox corpus narrowed with signals before model calls.
Applied AI in production
You need inference or an agent wired into a real workflow — not a demo chat that dies under load.
Constrained AI connected to ordinary systems, hardened for the hours people actually use it.
When do I need applied AI in production?
Use applied AI in production when you have a named workflow, data you can access, and a tolerance for explicit limits. We connect constrained inference to ordinary systems and harden it for all-day use. Skip “AI transformation” with no operating surface, or automating judgment you will not specify. As of October 2026 that is the bar.
Fit
A named workflow, data you can access, and a tolerance for explicit limits.
Not a fit
“AI transformation” with no operating surface, or a request to automate judgment you are not ready to specify.
Proof for this work
Hardening Ask Q for all-day use
A live agent integration that has to survive production load.
Ask Porter on Kitchen POS
Partner-scoped co-pilot wired into a real operator surface.
Ask about this work
Say what is breaking, what you have tried, and what “done” would look like.