Supply Chain · sub-niche
Retail shelf vision.
Computer vision for retail-shelf monitoring — out-of-stock, planogram compliance, pricing.
Team-sized buildTrickle — one deal per quarter
Why now
Out-of-stock costs retailers $1T/year. Mobile vision + AI lowers the cost of shelf monitoring.
What the signal looks like
Repos with mobile + camera-vision libraries, retail-data-ingest tools, and planogram-management integrations.
Public examples
We name publicprojects + categories only — never founders we track inside the paid product. The buyer’s edge stays inside the product.
- Trax Retail shape
- Pensa / Focal Systems
- Open-source retail-vision libraries
What this displaces
A part-time merchandiser + a paper checklist.
Our build-vs-invest call
Capital + integration-heavy. Fund only with retail-industry team. The moat is the vision accuracy + the retailer integration.
Common questions about this niche
- Buyer?
- CPG brands + retailers.
- Pricing?
- Per store or per SKU.
- Defensibility?
- Vision + integrations.
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- Freight broker SaaS — TMS + load-board + carrier-management for freight brokers.