AI implementation & agent engineering
A working demo is about twenty percent of the job. Codicx builds the other eighty — the integrations, the evaluation, the guardrails, and the human review paths that make automation something you can hand real work to.
Operators in logistics, lending, insurance, and healthcare administration
The problem we exist for
Almost every company we meet has already proved a model can do the task. What stopped them was everything the demo did not touch: nobody had defined what correct means, the integration was faked with exported spreadsheets, there was no path for the cases the system should refuse, and no team had agreed to be paged when quality dropped at two in the morning.
None of that is a modelling problem, which is why waiting for a better model does not fix it. It is implementation work — unglamorous, measurable, and the entire reason a system either reaches production or spends a year being nearly finished.
We do the eighty percent that decides whether the twenty percent was worth building.
What we do
A ranked, costed shortlist of what to automate first — and an honest account of what you are not ready for yet.
Agents that read your systems, take real actions, and know precisely when to stop and ask a person.
End-to-end process redesign where the model is one component, not the whole answer.
Connecting models to the systems that hold your real data — safely, and without a rewrite.
The shared foundation that makes your second, fifth, and twentieth agent cheaper than your first.
Continuous, quantitative proof that the system is still doing what it did on launch day.
Selected work
How we work
Understand the work as it is actually done, not as it is documented.
Decide what correct means — with the people who will have to live with the answer.
Two-week cycles, working software at the end of each one, evaluated continuously.
Shadow first, then a narrow slice, then scale — with a rollback at every step.
Quality decays quietly. Somebody has to be watching, and it should be measurable.
From the engagement
“The part I did not expect was how much we learned about our own process. Half the value was discovering that three of my best dispatchers had been handling the same charge three different ways for years.”
Measured result
Next step
Most useful first conversations start with a process that is not working rather than a technology you want to buy. Thirty minutes, no deck, and a straight answer about whether we are the right firm for it.