AI that earns its place
AI Integration
AI features that solve real problems: assistants, automation, document intelligence, and search. We integrate models into your product where they genuinely help, and tell you honestly where they will not.
What you get
AI product features
Chat, copilots, and generation features users actually adopt.
Workflow automation
Replace manual busywork with reliable automated pipelines.
Knowledge & search
RAG systems that make your documents and data answerable.
AI Integration process
Find the leverage
We map where AI saves real time or unlocks a real feature, and where it is hype.
Prototype fast
A working demo on your own data that you can try for yourself.
Evaluate honestly
We measure quality, running cost, and response speed, then talk straight about whether it is worth it.
Productionize
Guardrails, fallbacks, and monitoring around every AI feature.
Keep it sharp
AI capabilities move fast. We keep your integration current — and if you want, we keep improving it.
Proven on molario
AI that is part of everyday operations
molario drafts appointment reminders, summarises visit notes, and flags stock that will run out before the next order. Shipped to paying users, so we know what AI features actually earn their keep.
Featured work
Assistants, automation, and intelligence built into your product where AI genuinely helps. We know what AI can and can't do yet, so you don't have to.
Honka Reality
2026
