Agents research, do the math and put a finished deck on the table. My main project is Account Trainer, built for B2B logistics sales. Alongside it I'm building Tresn, an ordering system for restaurants without a revenue commission.
01
I'm an independent consultant for CRM, AI and automation. Most of my work sits in logistics and the supply chain: sales research for logistics providers, CRM and workflow automation, and agents that research accounts and prepare finished decks.
Currently building
account-trainer
On the side I run the digital infrastructure for the village of Külte: event calendar, club dates and festival pages.
02
Patterns from my work, shown with random data that changes on every visit. No client data, no product internals.
Connecting an app to HubSpot without making a mess: companies are matched by domain, not by name, only the fields that are needed are read, and results go back into dedicated properties.
Trigger, enrichment, AI step, output, and always an error branch. Research, meeting follow-ups, publishing to websites and social channels.
Several agents research in parallel, the key figures are fixed once, then every page is written on top of them. The result is a finished PPTX or PDF with sources.
Registers, news and job ads are scanned every night, every hit is scored on two axes. Sales sees who is attractive and who is moving right now.
Contact sources, de-duplication and enrichment before anything reaches the CRM. Fewer records, but ones a salesperson can actually use.
Orders, dispatch and tracking live on one screen: a board for the team, an app for drivers and staff, a status page for the customer.
Locations, radius search and public statistics on one map: which sites fit, where there is space, what a region looks like in numbers.
03
Turns a little context into a presentation-ready account plan in PowerPoint. A multi-agent engine does the research, fixes the key figures every slide must use, and writes each slide with its own agent. Plus a presales radar that scans company registers and news for sales triggers.
Ordering system for restaurants and bars without a revenue commission: their own ordering page, a kitchen board, a driver app with GPS tracking, QR table ordering and AI menu import. A tiered monthly price instead of a percentage of every order.
The digital village square for Külte, population about 850. A new event is a database row, not new code. Local clubs maintain their own dates; plus a newsletter, festival landing pages and a beer pong tournament bracket with live check-in.
04
What the projects run on, and what for.
| platform | used for | in |
|---|---|---|
| Convex (EU) | Agent pipeline, domain data, research | Account Trainer |
| Render | Web services and the PPTX/PDF renderer | Account Trainer, Tresn |
| Claude API | Research, slides, menu and flyer import | Account Trainer, Tresn, Dorfplatz |
| Claude Code | Development, internal plugin for the sales team | all |
| Supabase | Database, auth, realtime, edge functions | Tresn, Dorfplatz |
| Stripe | Online payment at the table and for delivery | Tresn |
| Netlify | Hosting for the village sites | Dorfplatz |
| Resend | Newsletter with double opt-in | Dorfplatz |
| GitHub Actions | Deploys, tests, this Git snapshot | all |
| Vercel | This site | laabs.io |
05
The repos are private. A daily job counts the commits and publishes only numbers here: no code, no commit titles.
Questions about Account Trainer, an idea for Külte, or a project that needs agents: