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Case · MVP demo
Mareven — AI Commerce & Intelligence
Mareven
- Scope
- 8 modules
- ~20 live endpoints
Task: show what AI actually changes across a category team’s work — as something they can click, not as a deck.
How it works
- 01Sales analytics
- 02PIM content
- 03Image generation
- 04UGC material
- 05Fact-checking
- 06Shelf audit
- 07VAT reconcile
- 08Category assistant
8 modules and around 20 live endpoints through OpenRouter and WaveSpeed
Particulars and difficulties
A demo has to answer, not imitate
Every module on the stand is wired to a live endpoint rather than to a screenshot
Eight directions at once
The modules cover the category’s real week: analytics, content, imagery, audit, reconciliation
Models through one gateway
OpenRouter and WaveSpeed, so one provider going down does not take the stand with it
An MVP demo on purpose
The point is a decision about direction, not a production rollout
Results
- 8
- modules on one stand
- ~20
- live endpoints
- 2
- model providers behind it
A stand that answers
Each promise on the demo is a working call rather than a slide
A basis for the decision
The category team sees on their own data what is worth taking into production
Stack
FastAPI · OpenRouter · WaveSpeed · React