AI Tech Lead · Contractor
Aneta Kahleová
I build production chatbots and autonomous AI agents for teams that need more than a demo — context engineering, end to end.
Why chatbots
A production chatbot isn’t a widget on your homepage — it’s an assistant that knows your material, cites its sources, and gives people their time back. Here’s what that looked like across 8 million articles and 60,000 teachers.
“Teachers were spending more time searching for materials than preparing lessons. ScioBot changed that — 8 million articles, one question away.”
8M
articles
60,000
teachers
3,000
schools
AI Awards
2024
What I do
I design, build, and deploy custom AI assistants — grounded in your data, with evals, guardrails, and a path to production. Not a slide deck. A bot that runs.
Workflow bots and customer-facing assistants that plan, route, and execute — with human gates where it matters.
Hybrid retrieval at scale. Chunking, citation, judge loops — so answers stay honest in production.
Playwright pipelines and clean hand-offs into your knowledge base — the layer your bot actually needs.
Selected work
All workLive demo
Ask about custom chatbots, enterprise RAG, or what it would take to ship one for your team — then compare it to the slide deck you have today.
“Aneta’s progress over the past year has been incredible — leading and mentoring on her projects, and pushing forward technically. The Agentic Search she brought into our chatbots is a top achievement that puts them ahead of the competition. Enormous talent, and a great future ahead.”
Latest writing
Most teams treat evaluation as a scoreboard — a number you glance at and feel good or bad about. The frontier idea is to wire the eval back into the system as an input that rewrites it: traces go to independent judges, fixes get proposed automatically, and one human approves. It's AI all the way down, with a single gate that isn't.
You compressed your knowledge into clean indexes. Now comes the moment everything hinges on: given a question, can the bot actually find the handful of tables it needs among a thousand? Miss the right one and nothing downstream can save you — so at the retrieval step, recall beats precision.
Let’s build something.
Book a free 30-minute scoping call — or email anytime.
aneta.kahleova@gmail.com