Skip to content
Two build slots open for Q4 — MVP sprints start every second Monday. Reserve a slot

Search case studies, services and journal entries.

Service

AI & automation features

Retrieval, summarisation and assistants wired into a product that already works — with a cost ceiling and a plan for being wrong.

  • 3–8 weeks
  • from $12,900
  • Fixed scope, fixed price band

We start every AI conversation with two questions: what does a wrong answer cost, and what does a right answer save? If the first number is high and the second is small, we will recommend not shipping a model at all — a rules engine, a better search index or a well-designed form is often cheaper, faster and more honest.

When a model is the right answer, we treat it like any other unreliable dependency. There is an evaluation set before rollout, a cost ceiling per request, caching for repeated work, a timeout, and a defined behaviour for the moment the provider has an outage. Output that affects money or health goes through a human review path.

We also write down what the feature costs per active user per month, because AI features have a habit of quietly becoming the largest line on the infrastructure bill.

What you get

  • Evaluation set built before any rollout
  • Per-request cost ceilings and caching
  • Graceful degradation when the model fails
  • Human review path for high-stakes output
  • Monthly quality and spend report

Typical stack

Claude API Vector search PostgreSQL Queue workers Evaluation harness

Not sure this is the right service?

Describe the outcome you want instead of the deliverable you think you need. We will tell you which service fits — or tell you honestly that you do not need us yet.

Related services

All services

Micro-SaaS product development

The whole business in software form: onboarding, accounts, permissions, subscriptions, admin tooling and the dashboards you need to run it.

  • Multi-tenant architecture
  • Stripe or Paddle billing with tax handling
  • Admin panel your support team can use
  • Role-based permissions and audit trail
6–12 weeks from $24,900

iOS app development

Native Swift and SwiftUI work with App Store review treated as part of the build, not an afterthought.

  • SwiftUI interface built to platform conventions
  • StoreKit 2 subscriptions and paywall
  • TestFlight builds from week two
  • Privacy manifest and App Store Connect setup
5–10 weeks from $18,900

Android app development

Kotlin and Jetpack Compose, built for the device spread that actually shows up in your analytics.

  • Kotlin and Compose interface
  • Material 3
  • Play Billing and offer management
  • Data safety form and policy compliance
5–10 weeks from $18,900

Let’s scope it properly

Tell us what you want to ship. We will tell you what it really takes.

Send us the shape of your idea and we will come back with a written scope, a realistic timeline, a fixed price band and the risks we would want to kill first. No decks, no discovery invoice, no pressure.

  • Written scope, not a sales deck
  • Reply within one business day
  • NDA on request, before you share anything

Send a two-line brief

Prefer the long version? The full brief takes about three minutes and gives us everything we need to quote properly. Open the full brief

Thanks — your message is in our queue.