AI Feature Strategy · Design & Build · AI-Native Products
We design and ship AI features that improve your product — not demos that never make it past staging into the hands of real users.
Fixed-price delivery · From strategy to shipped feature
Three Ways to Work Together
Every engagement starts with knowing which AI feature to build. The wrong feature wastes a quarter of engineering time. The right one becomes your competitive moat.
Scoped, built, and shipped at a fixed price. You know the cost before we start. No scope creep, no retainer, no billing surprises at the end of a quarter.
A free 20-minute call. Tell us what you're trying to build. We'll tell you if it's the right feature to build first and what it would take to ship it.
Book now — no pitch, no commitment →The Situation
Most software companies at this stage have the same four blockers. Not because the team can't build AI — because nobody owns the feature end-to-end.
"AI features keep getting deprioritised — bumped by bugs, scope creep, and other releases."
It's not that your team can't build it. Nobody owns the spec, the strategy, or the delivery. The feature lives in a comment thread and a roadmap row that hasn't moved in two quarters.
"You know AI belongs in your product. You don't know which feature to build first."
The wrong AI feature wastes a quarter of engineering time and ships to a lukewarm response. The right one becomes your competitive moat. An AI Opportunity Audit tells you which is which — before you build anything.
"Competitors are shipping AI features. Your team is still scoping."
Six months from now the gap is wider and your users are comparing you to products that already have the feature. We compress the time from "we should build this" to "this is live."
"Your team added an LLM. The result isn't a product feature — it's a chat box."
A real AI feature has a designed experience, a feedback loop that makes it better, and data architecture that doesn't break at scale. Slapping a GPT API on a form isn't a feature. We build the thing that ships and stays.
Three Ways to Work Together
Most clients start with the AI Opportunity Audit. It tells them exactly what to build — and whether a sprint or a full product build is the right next step.
We audit your product, user behaviour, roadmap, and competitors. You get a prioritised shortlist of AI features ranked by user impact, build effort, and competitive value.
You walk into the next planning session with a decision — not a debate.
One AI feature. Designed, built, and shipped into your product. Your engineering team stays on their roadmap. We own the feature — from spec through production deployment.
What we build
A shipped feature your users interact with — not a prototype in staging.
For founders building a product where the intelligence is the product — not a feature added after launch. We design the experience, architect the AI layer, build, and launch.
Right for you if
A product built around the AI — not one where AI was bolted on after the fact.
Most AI shops sell you a wrapper around an LLM. That's not a product feature.
A real AI feature has a designed user experience. A feedback loop that makes it better over time. Data architecture that doesn't break when usage scales. Error states that don't embarrass you in front of paying customers.
We've shipped enough of these to know what separates a feature users actually use from one buried in the settings menu six months after launch.
Capability
Not every AI feature belongs in every product. These are the six types that consistently drive measurable user behaviour change — the ones worth building first.
Users find what they need without knowing exactly what to type. Search that understands intent — not just keywords.
Surface the next best action, content, or product based on behaviour. The right suggestion at the right moment in the user flow.
Let users do in seconds what used to take minutes. Copilots that work inside your product's existing context — not a separate chat window bolted on.
Extract, classify, and act on unstructured data from user uploads. Turn documents into decisions without manual review.
Churn risk, conversion likelihood, LTV — built into your product flow. CS and sales act before the signals become visible in a dashboard.
Interfaces, messaging, and content that adapt to each user based on their behaviour, role, and stage. Every user sees what's most relevant to them.
How It Works
We review your product, user data, and roadmap. You get a prioritised AI feature shortlist with build specs. Decision-ready in 2 weeks — before you've committed to a build.
User journey, data inputs and outputs, model architecture, edge cases, success metrics. Engineering can start a sprint directly from this document — no translation layer needed.
We build and integrate the feature against your existing product. Regular milestone reviews with your team. Full test coverage before any handover happens.
Live in production. Feedback loop defined so the feature improves with usage. Full documentation handed over so your team owns it from day one.
Right Fit. Wrong Fit.
20 minutes. Tell us what you're trying to build. We'll tell you whether it's the right feature to build first, what it would take, and whether we're the right team for it.
No pitch. No questionnaire. Just a clear answer on what to build and whether it makes sense right now.