Kiln · by App Pottery

Workshop studio for AI coding trainers

Turn a client brief into a hands-on coding workshop agenda, lab exercises, and Claude-backed learner feedback — the same workflow used in real corporate AI trainings.

Bootstrapped · solo founder · Latvia

Kiln · workshop pack

From brief

Half-day Claude API workshop for a bank Java team

3.5 hours · mid-level Java developers · regulated codebase constraints

Kiln drafts

  • Timeboxed agenda with outcome
  • 2–3 lab exercises + success criteria
  • Facilitator notes & common pitfalls
  • Coach-style feedback on learner submissions

What Kiln does

Two Claude-backed flows that match how trainers actually prepare and run workshops — not a generic chatbot wrapper.

Workshop builder

Feed in a brief, duration, and audience. Kiln returns a title, agenda with timeboxes, lab exercises, and facilitator notes ready to adapt.

Lab reviewer

Paste an exercise brief and a learner submission. Get coach-style feedback the trainer can paste back — what works, what to fix, pass or revise.

Built for the floor

Concrete exercises over buzzwords. Aimed at professional developers in corporate AI coding days, bootcamp labs, and guest lectures.

How it works

Three steps from client email to a workshop you can run tomorrow.

Capture the brief

Topic, hours, audience, and any constraints (stack, compliance, language). The same notes you’d send a co-facilitator.

Generate the pack

Claude drafts the agenda, labs with starter prompts and success criteria, facilitator notes, and optional homework — Markdown you can edit.

Coach during the lab

When learners submit code, Kiln reviews against the exercise brief and returns feedback the trainer can share — faster than reviewing every paste alone.

Who it’s for

People who already run or want to run hands-on AI coding sessions.

Independent AI trainers

Solo consultants packing corporate half-days and multi-day intensives without a content team.

Small training consultancies

Practices that need consistent workshop quality across facilitators and client contexts.

Internal enablement leads

Engineering or L&D folks designing AI-assisted coding days for their own org.

Educators & guest lecturers

University or bootcamp instructors who want practical labs, not slide decks of API screenshots.

About App Pottery

App Pottery is an individual merchant (IK) based in Latvia — a solo founder practice focused on AI coding trainings and related consulting. Kiln encodes the workshop workflow already used with clients.

Bootstrapped, no VC pitch theatre. The product is early; the teaching work is real. Built with Claude so trainers spend less time on blank pages and more time on the room.

  • Legal name App Pottery IK
  • Registration Latvia · 40002218827
  • Founded 8 January 2025
  • Founder Kārlis Zars
  • Contact hello@app-pottery.com

Building with Claude? Let’s talk.

Questions about Kiln, workshop design, or App Pottery trainings — one inbox, no sales funnel.

hello@app-pottery.com