Inventory optimization software: AI search visibility ranking (2026)

What we observed in this category

Netstock leads the inventory optimization software category with a visibility score of 37.5%, more than six times the category average of 6.2%. That gap is significant because it means Google AI Mode is surfacing Netstock in over a third of relevant queries while most competitors remain largely invisible. ToolsGroup and Inventory Planner both sit at 25.0% visibility, creating a clear three-brand cluster at the top, while the remaining 17 brands collectively struggle to break through at meaningful rates.

The most striking divergence in this category sits with StockIQ, which holds 0.0% visibility yet carries the highest citation rate of any brand at 37.5%. This means Google AI Mode is pulling StockIQ content as a trusted source without naming the brand in its direct responses. Netstock shows the inverse pattern, dominating named mentions at 37.5% visibility while receiving zero citations. GAINS and Inventory Planner are the only brands where both visibility and citation scores align, each at 12.5% on both metrics.

All ten ranked brands share Google AI Mode as their top engine, confirming this is a single-engine-dominant category with no meaningful Perplexity or ChatGPT signal in the data. The cited sources list is notably fragmented and dominated by non-brand domains including youtube.com, optiply.com, sophus.ai, and benjamingordon.me. StockIQ's own domain, stockiqtech.com, appears on the cited sources list, which directly explains its high citation rate despite zero visibility. No major vendor domain from the top brands appears on that cited sources list except StockIQ.