The problem
Why this matters
Building production AI software is nothing like a proof-of-concept. Accuracy under load, cost per user, confidence scoring, evaluation harnesses, compliance — every one of those things is where a demo becomes a business. We've done this. Reconova proves it.
We design, build and ship production AI software. Our flagship build is Reconova — a complete AI bookkeeping SaaS platform for UK accountants. Full stack, full ownership, full responsibility.
What you get
Outcomes, not deliverables
- A shipped, monetisable AI product
- Honest architecture that won't collapse at scale
- Compliance-aware design (UK GDPR, HMRC where relevant)
- Full IP ownership + a documented codebase
Our process
A calm, predictable path from brief to launch.
Product discovery
1–2 week sprint. Users, jobs-to-be-done, competitive scan, technical feasibility, honest go/no-go recommendation.
Architecture
Data model, model selection, evaluation approach, cost projections at 100 / 1,000 / 10,000 users. All documented before we build.
MVP build
8–14 week focused build. Weekly demo, working software from week 3. You use it on real data before we're finished.
Evaluation harness
Automated tests measuring accuracy, latency and cost per operation on every deploy. Non-negotiable for AI products.
Launch
Auth, billing, admin, monitoring, error tracking, uptime alerts. The unglamorous work that makes a product a business.
Iterate
Ongoing partnership: new features, model upgrades, cost optimisation, incident response. Or full handover to your in-house team.
Deliverables
Exactly what lands in your inbox
No mystery. This is the full list.
Tools & tech
What we build with
We pick tools based on what fits your team long term — not what's shiny this quarter.
Pricing
Honest pricing. No surprises.
Indicative starting points. Every quote is fixed in writing before we start.
Discovery Sprint
Founders validating an AI product idea
- 2-week sprint
- User research
- Technical feasibility
- Cost projections
- Go/no-go recommendation
MVP Build
Shipping a paid AI product
- Discovery included
- 8–14 week build
- Evaluation harness
- Auth + billing
- Launch support
Product Partnership
Ongoing product engineering
- Roadmap ownership
- Continuous delivery
- Cost optimisation
- On-call support
- Team training
FAQ
The things people actually ask.
Nothing here is scripted marketing — these are the real questions we hear on discovery calls, answered plainly.
Got a different question? Ask us
Ready to talk ai software development?
Tell us about your project — we'll reply within one working day with honest advice and a clear next step.