chs · 2025 – now
I built AI agents at CHS, a 10,000-person farm cooperative, and the guides and onboarding chat that teach people to use them.
I can build knowledge bases, train custom models on internal data, call functions, run RAG pipelines, orchestrate multi-step agents, engineer prompts.
what people ask
- “what does this do for me?”
- “is this different from GPT?”
- “where do I start?”
- “how do I add my data?”
- “what's a knowledge base?”
- “can it just do the thing?”
pick a role
Hi, I'm new here. Where do I start as someone in Sales?
Three starting flows match your role. Pick one and I'll run it.
Build a KB from our last 10 deal-review decks
indexes 10 decks · ~28k tokens · refresh: weekly Mon 06:00 CST
Draft a follow-up email in our sales voice
uses sales-voice-v3 · trained on 412 closed-won emails
Summarize the Acme Co. Q2 transcript
pulls from Gong · 38 min transcript · 3-bullet brief
Hi, I'm new here. Where do I start as someone in GTM?
Three starting flows match your role. Pick one and I'll run it.
Build a KB from the GTM Drive, refresh weekly
indexes 184 files across 6 quarters · refresh: Sun 23:00 CST
Write a launch blurb for the seed-treatment module
uses gtm-voice-v2 · audience: ag retailer · channel: LinkedIn
Reframe a customer story for LinkedIn
outputs 3 channel variants · keeps the customer quote verbatim
Hi, I'm new here. Where do I start as someone in Finance?
Three starting flows match your role. Pick one and I'll run it.
Variance summary on the latest grain-trading PnL
reads the Q2 PnL workbook · 3-mover summary by default
Pull last quarter's freight cost trend
queries the freight-costs view · returns trend + top affected lanes
Summarize Q4 board narrative for the FP&A team
uses board-voice · 3-paragraph cap · plain language only
Hi, I'm new here. Where do I start as someone in Ops?
Three starting flows match your role. Pick one and I'll run it.
Convert this SOP into a how-to flow
reads PDF SOP · outputs role-tagged checklist + log fields
Find every Confluence page on safety stand-down
searches Confluence · flags policy vs drill · last-modified ranked
Translate this checklist into Spanish for Topeka
uses field-spanish · keeps measurement units, line-by-line parity
0knowledge bases that needed a ticket to engineering since launch; in the beta, every one did
Button
Input
Starter row
Chip
Message
Role tab
- Sales
- GTM
- Finance
- Ops
- other internal tools on Open WebUI
CHS
You just got access
You open the company's new AI platform and have no idea where to start. You should never need to know what an embedding is to get value from it.
You ask the docs
The docs answer you inside the platform, as a chat that works like everything else there, so you learn it by using it. For the people who would never have opened the platform at all, I wrote the guides and how-tos that bring them to it.
The assistant starts with your job
Research with the 250-person beta kept turning up three questions: what does this do for my job, how is it different from the GPT license I already have, and why does a knowledge base mean a ticket to engineering?
What shipped
The platform has been rolling out across the company since its March 2026 launch. Teams build their own models on internal data without engineering, and other internal tools have started to adopt its design system.
under the hood
- platformOpen WebUI
Hosted on Azure, with knowledge bases, custom models, function calling and access to CHS data.
- researchbeta
Biweekly sessions before launch.
- surfacefour patterns
Task-flow docs, starter templates, messaging on how it differs from GPT, and the docs assistant above.
- rolesole UX
Embedded with engineering, November 2025 to now.