Repetition
Key people's time is
tied up in repetitive work
Settlement, classification, research, reporting — a lot of work comes back in the same shape every day or week.
AX Build
Not a report or a prototype — what remains is something running in the field.
From on-site assessment to production deployment
A deliverable that does actual work
Stabilization support after deployment
What It Is
We split work people used to do end to end into three parts.
The agent takes the repeated execution; people keep the judgment.
Best Fit
Repetition
Settlement, classification, research, reporting — a lot of work comes back in the same shape every day or week.
Delay
The material exists, but a person has to gather, review, and organize it before anything moves forward.
Impact
You need something the team uses daily with measurable time savings, not one more PoC.
What Can Be Built
From 37 proven workflows across five areas,
we start with the work where automation pays off most and success is clearly defined.
Shared work
Work by function
Work that is not on this list can be designed to order after an assessment.
20-Day Process
We agree on what to build, then build it,
and confirm the impact with the actual users.
We observe the real work and find where the time goes and what to automate.
We agree on the agent's scope, the human checkpoints, and the KPIs to measure.
FDEs build the real workflow into an agent, checking in repeatedly with the team.
We deploy to the live environment and validate impact on time saved and processing accuracy.
Deliverables
A working baseline covering automation targets, bottlenecks, and target KPIs.
Not a demo screen — an agent deployed to do the team's actual work.
Compare time spent and throughput before and after to confirm the improvement.
We handle the exceptions real usage surfaces and support the landing into operations.
Real Outcomes
Finance · VC
3–5 daysUnder 1 hour
Due diligence automated across 100+ portfolio companies · 30 hours saved per month
Translink Investment

Logistics · Marketing
2–4 hours3 minutes
Classification and publishing automated · 20× throughput
Chainlogis

E-commerce · Settlement
2–3 hours30 seconds
Order settlement automated · 60 hours saved per month
UHA Company
FAQ
Work that repeats in the same shape daily or weekly, with a clear standard for judging whether the result is right, makes the best first target. In the Day 1 on-site assessment we observe the actual work and rank the candidates by automation value.
Yes. Codepresso FDEs handle the build; your team members only explain the workflow and confirm the results. No in-house engineering is required.
We deploy to the live environment on Day 16–20, so it is in real use after 20 days. For the following 3 months we handle exceptions surfaced by real usage and support the landing into operations.
In the first meeting we identify automation candidates and the expected impact together.