Executive Summary

Field sales teams at consumer brands and distributors waste a large share of in-person visits because reps often arrive without reliable owner/contact data or a quick way to verify product fit and local assortment. This problem affects roughly 600,000 brands and distributors globally that currently spend about $30,000 per company per year on field-sales enablement, routing and merchandising tools — a market estimated at $18.0B — and practitioners estimate that 20–40% of visits are low-value or unnecessary. A practical product would be a lightweight prep layer for reps that combines owner-level contact enrichment, AI-driven image-based assortment recognition against SKU catalogs, automated product-fit scoring, and pre-visit checklists tied into routing and CRM systems. Delivered as a mobile-first extension with a small back-office console, the system would flag high-probability visits, suggest tailored sell-in packs, and generate a qualification score to avoid unproductive trips. The timing is favorable: modern AI makes image-to-SKU matching and enrichment at scale achievable, retail fragmentation forces brands to cover many small independent accounts, and the existing $18B spend indicates budgets can be reallocated to tools that cut wasted visits. This idea can stand out by owning superior owner/contact signals and embedding image-based fit checks directly into rep workflows so qualification happens before boots hit the ground, creating defensibility through continuous on-site capture and model improvement. Real challenges are data privacy and consent, integration across heterogeneous POS/ERP systems, and the need to prove ROI quickly against established routing and CRM vendors, but a focused pilot that demonstrates a meaningful reduction in wasted trips and a clear payback period would make this worth pursuing.

Market Opportunity

Wasted field-sales trips — prep visits with owner data & product-fit checks targets a $18.0B = 600,000 brands & distributors globally x $30,000 avg annual spend on field-sales enablement, routing & merchandising tools total addressable market with medium saturation and a year-over-year growth rate of 12-18% (field-sales & mobile-sales enablement growth driven by digital transformation in CPG & wholesale).

Key trends driving demand: AI-driven field tooling -- better lead enrichment and image-based assortment recognition speeds qualification.; Retail fragmentation & indie shops -- brands need scalable ways to reach many small accounts rather than a few chains.; Hybrid sales workflows -- blend of in-person and digital ordering increases demand for coordinated on-site visits and scheduling..

Key competitors include Badger Maps, Repsly, Skynamo, Adjacents / DIY workarounds (Google Maps + LinkedIn + spreadsheets).

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Wasted field-sales trips — prep visits with owner data & product-fit checks

Executive Summary

Market Validation

Market Opportunity

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