CLIENT · BROWNYS EVENT PRODUCTIONS
// product: rentman ronnie
SPAN 01

Ask Ronnie.
Not the power user.

↳ annotation: handbook → how-to → exact Dutch UI terms

01 / The Challenge

Eva de Kemp is Brownys’ Rentman power user, the colleague everyone asks when they need to know how the platform works. The same questions came in all day: “how do I create a project?”, “why is my material turning red?” Every interruption pulled her off her own work.

02 / The Protocol

We built Rentman Ronnie, a Dutch-speaking AI colleague in ChatGPT, trained on Brownys’ own 36-page Rentman handbook. Ask a how-to question and he answers step by step in the exact Dutch UI terms. Searching gear and live stock came later, as a bonus.

STACKCustom GPT / Rentman API
HANDBOOK36 pages
MODEKB-first / read-only
FIG.02

The Resolver Engine

LIVE ARTIFACT

Ronnie is knowledge-base-first. Most questions are how-to, and he answers them straight from the handbook with the exact Dutch UI terms. When a question needs live stock he resolves the name to an ID locally, then calls the read-only API and does the maths himself. Watch a few queries walk the pipeline.

RONNIE · RESOLVER ENGINERUNNING
QUERIES: 312
KB HITS: 287
01 / QUERYDetect intent
02 / KNOWLEDGE BASEFind the procedure
waiting on intent…
03 / RENTMAN APIRead-only call
not applicable for this query
04 / AVAILABILITYstock − Σ overlap
not applicable for this query
R
Rentman RonnieNL · EN● ONLINE
How do I create a new project?
R
reading your question…
Ask Ronnie a question…
FIG.03

The Co-Build

V1 → V6.4 · NOV’25 → JUN’26

This was not a hand-off. Eva, a non-technical Ops lead, brought the domain knowledge and ran fine-grained QA in batches; Protocol brought the architecture. Ronnie hardened version by version, each fix traceable to a real failure in the field.

NOV '25
V1
Eva's first attempt
DEC '25
V4
Ronnie is ready
MAR '26
V5
Live in production
APR '26
V6
Self-service tooling
MAY '26
V6.4
QA rounds
JUN '26
LIVE
Team-wide launch
V1NOV '25CLIENT-LED

Eva's first attempt

Eva had built a rough V1 herself, a 12-page prompt the bot kept ignoring. Protocol takes over the architecture and rebuilds it from the ground up around her knowledge.

FIG.04

A Colleague, Not a Helpdesk

FOUR CAPABILITIES

Ronnie talks like a coworker, not a support ticket. Dutch first, concrete steps with the actual UI element names, and the API kept invisible. He never claims 100% certainty: every availability answer ends with “check the planner to be sure.”

When a question falls outside scope, like an invoice dispute, a permission problem or a bulk change, he doesn’t bluff. He points the user to a power user like Eva or Floor, and gets out of the way.

How-to
Step by step in NL
Search
Name · code · category
Availability
Live stock & bookings
Escalate
Honest about scope
FIG.05

Results

LIVE IN PRODUCTION
1,714
Items in catalogue

Searchable by name, code or category.

6+
Prompt versions

Iterations on real user feedback.

0
Extra infra

Pure Custom GPT. No n8n, Supabase or backend.

~50%
Fewer support asks

Internal Rentman questions Ronnie catches.

FIG.06

Field Report

“I used to be the human search engine for Rentman. Now the team asks Ronnie first, and I get my own day back. He gives them the answer and an honest nudge to double-check the planner, which is exactly how I would answer it myself.”

Eva de Kemp

Eva de Kemp

Operations, Brownys Event Productions

Brownys Event Productions

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