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AI Feature Integration

Useful, calibrated AI features inside real products — not chatbots glued to homepages.

— OVERVIEW

We build AI into products where the feature has a clearly defined purpose and a measurable outcome. We do not believe in a generic copilot, we do not believe in a chatbot for its own sake, and we do not believe AI features should be defended on the basis of being modern. We build them when they earn their place.

FROM €96,000

DURATION 4 — 10 weeks per feature

CADENCE Booked as a series of two-week sprints. Most engagements run between two and eight sprints, depending on scope. Detailed scope is fixed in the discovery sprint.

— DELIVERABLES

What ships

Standard list.
Adjusted per brief.

D.01 Use-case definition with measurable outcomes

D.02 Model selection and provider review (OpenAI, Anthropic, open-source)

D.03 Prompt design, testing, and evaluation harness

D.04 UI integration with appropriate guard-rails

D.05 Cost monitoring and rate-limit configuration

D.06 Documentation for ongoing maintenance

— PHASES

How it runs

Five stages.
Same shape every time.

P.01

Scoping

What is the feature, who is it for, and how will we know it worked?

P.02

Selection

Provider, model, and the system around the model.

P.03

Calibration

Prompts, evaluations, and the safety layer.

P.04

Integration

Front-end and back-end work to bring the feature into your product.

P.05

Observe

Metrics, logs, and the feedback loop that lets you decide whether to keep going.

— BOOK AI Feature Integration

File a brief and we will scope a sprint.

FILE A BRIEF

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