AI search & question answering
Let users ask natural-language questions over docs, tickets, product data, or activity — and get reliable answers with citations.
AI Features in Your Product
Add AI to your product without breaking UX or trust.
We design and build AI features that solve specific user problems — better search, smart suggestions, assistants — not random chat widgets nobody uses twice.
Use-case first, model second
Guardrails, logging, and UX baked in
Common AI features we help ship
Contextual copilots
In-product assistants that know the user, their data, and their current screen — not generic chatbots slapped into a corner.
Summaries & insights
Summarise activity, conversations, or reports into clear, scannable views that save time for busy users.
Smart suggestions
AI that suggests next steps, templates, responses, or configurations based on real product context — not random text.
What we optimise beyond “AI checkbox”
- Latency and UX: fast-enough responses with clear loading and fallbacks.
- Security & privacy: strict scoping so users only see data they should see.
- Evaluation: basic metrics and feedback loops, not blind “vibes”.
- Cost awareness: caching, batching, and sensible usage limits.
Ideal for
- • SaaS products looking to add AI intelligently
- • Teams with lots of text / docs / events
- • Products where speed and trust really matter
How we work with you
- 01Use-case workshop
Identify 1–2 high-impact AI features based on real user problems.
- 02Prototype & UX
Design flows, guardrails, and a small prototype to test with real scenarios.
- 03Integration
Wire models, retrieval, and product data with proper access control.
- 04Measure & iterate
Ship, collect feedback, and improve based on usage, not hype.
Have AI ideas but not sure what’s worth building?
Share your product, users, and wish-list. We'll suggest a realistic AI V1 that can ship soon.