Your users shouldn't have to learn your UI.
I build the assistant that does the job for them — searching, filtering, comparing, acting inside your product.
SaaS and marketplace teams with "add AI to the product" on the roadmap and nobody in-house who has shipped it. Best fit when your product has real actions worth automating, not just content worth summarising.
- A tool-calling agent wired into your actual product actions — it queries your data, filters, compares, navigates and completes tasks on the user's behalf
- Streaming chat UI that matches your design system, or headless if you have your own
- A tool layer over your existing API — typed, tested, with guardrails on what the agent may and may not do
- An evaluation set and logging, so you can see what it answers and where it fails
- Deployed to production, with your team walked through how to extend it
- 01
Discovery call
What job should the agent actually do, and which product actions matter.
- 02
Scoping doc
The two to four tools worth building first, plus success criteria.
- 03
Build
Agent, tools, UI, guardrails, evals.
- 04
Production + handover
Deploy, monitor, document.
- Ewyn
Two agentic loops inside ewyn.ai, built on the Vercel AI SDK with Claude. Brand extraction is a multi-stage pipeline — discover links, classify, pick pages, screenshot, extract colours, fonts, logo and tone into a brand kit every template inherits. Template generation and editing run as a tool-calling loop that acts on the email document through typed tools (replace, insert, remove a component, ask the user a question, finalise), with each call applied to the live draft as it streams. Every send is still triggered by a person or an API call — nothing runs unattended.
- VenuePlace
The venue-discovery assistant on venueplace.com, built with the Vercel AI SDK on Claude Haiku 4.5. A user describes an event in Estonian or English; the agent asks structured follow-ups, searches the live inventory including availability, renders matches on the page, builds a comparison shortlist, answers "does it have X" by quoting venue text, pre-selects rooms, catering and extras, and hands the user a pre-configured booking page. Eight typed tools over the product's real actions, answers grounded only in tool results, rate and token caps — and it deliberately cannot book or pay.
A 30-minute call to see whether this is the right shape for your project — no deck, no pitch.
BOOK AN INTRO CALL →