A feature, not a demo
Loading states, streaming, empty states, rate limits and failures are handled, because that is what separates a demo from a product.
AI & Automation
AI inside the product you already have.
You do not always need a new tool — you need your existing product to summarise, classify, search or draft. We integrate AI models into your application properly: streaming responses, sensible fallbacks, cost controls and no secrets leaking to the browser.
- Typical timeline
- 3–8 weeks
- Best for
- Existing products adding AI features
- Engagement
- Feature build or embedded support
What you get
How we approach AI Integrations & APIs.
Put AI to work inside your business.
Cost you can predict
We measure token usage per action, cache what repeats, and tell you the expected monthly bill before launch.
Model choices you can change
We keep the model behind an interface so you can switch provider later without rewriting the feature.
Keys kept server-side
Credentials stay on the server, with usage limits so a loop or an abusive user cannot run up your bill.
Scope
What’s included
- Feasibility review and cost modelling
- Prompt design and evaluation
- Server-side API integration
- Streaming UI and error states
- Caching, rate limiting and usage logging
- Documentation for your developers
Process
How the work runs.
A consistent sequence we follow on every AI & Automation engagement.
- 01
Map the work
We sit with your team and document the task as it actually happens today, including the exceptions.
- 02
Pick the wedge
We choose the one workflow where automation saves the most hours with the least risk, and scope it tightly.
- 03
Build and pilot
We build it, run it alongside your current process, and compare the output before anything is switched over.
- 04
Hand over
You get documentation, logging and a dashboard, so your team can see what ran, what failed and why.
Questions
Straight answers.
Something not covered here? Ask us directly — we would rather set expectations now than after a contract.
Ask a questionNot on the standard business API tiers we use. We confirm the provider's current data policy in writing as part of scoping.
Related services
Often combined with this.
Most projects pull in more than one capability. These pair naturally with AI Integrations & APIs.
Let's build together
Have an idea worth building?
Let's turn it into something real.
Tell us what you're planning. We'll help with AI, design, development and marketing.