Pillar 3 of 4
AI for your product
AI in the product you ship
Build or integrate AI into your product or service. For software companies, scale-ups and dev agencies who need AI in their deliverables.
Who it's for
- SaaS founders adding AI features to their product
- CTOs integrating AI into existing platforms
- Dev agencies and freelance developers building client products that need AI
- Product managers evaluating build-vs-buy
What you get
- AI features that ship, not demos that impress and then break in production
- Architecture that scales beyond the MVP
- Cost control on inference, no bill shock in month two
- Clear guardrails on what the AI does and does not do
- Your own team up to speed, not dependent on us forever
How we deliver
Four modes. Pick one or combine several.
Workshops
Architecture reviews, build-with-you sessions, cost modeling. Your engineers leave with exactly what they are going to build and why.
Half-day review to two-day build session
Team support
Fractional AI engineer embedded in the product team. Code reviews, architecture calls, tricky debugging, roadmap sparring.
8 to 16 hours/month
Tech support
Production monitoring, evaluation harnesses, model version upgrades, cost reviews. Keeping your AI features healthy in the wild.
Active monitoring to full operation
Development
The real build: RAG, agents, fine-tuning, custom ML pipelines, evaluation harnesses. Deployed and documented, not just prototyped.
Multi-week to multi-month builds
For dev agencies and freelance developers
You own the client relationship. We bring the AI layer.
You build excellent products for your clients. Now those clients want AI in them. You do not want to become an AI specialist, but you do not want to give the work away either. We work alongside you, white-labeled if you prefer.
What that looks like
- Banked hours deployable on any client project
- Architecture reviews before you commit to an approach
- Build-with-you sessions for your developers
- White-labeled workshops you deliver under your own brand
- Backup expertise when clients ask questions you cannot answer alone
- Emergency line when production AI features misbehave
The right tool for the right task. Freelancers and dev agencies are not competitors, they are distribution partners. If a freelance dev is the right person for the product work, fine. We just bring the AI layer.
Frequently asked questions
Most developers are excellent at traditional software but have never shipped a production AI feature. AI has different failure modes: hallucinations, cost explosions, prompt injection, eval drift. We bring that specific expertise. Your developers stay in the lead, we support them.
Both. On development projects we write real code. On team support we often pair with your developers. On workshops we code with the team.
Yes. We write code your team can own and extend. Documentation, tests, evaluation harnesses and handover sessions are included.
Shipping AI in a product?
One conversation. Bring your architecture, your constraints and your biggest worry. We will tell you honestly what we would do.