An industrial supplier has selected HawkSearch to overhaul product discovery on its digital channel, with the deployment aimed squarely at one of the hardest problems in industrial and MRO distribution: finding the right replacement part when the customer knows the equipment but not the part number.

HawkSearch, a search and product-discovery platform vendor, confirmed the selection in an announcement carried by Yahoo Finance. The industrial supplier involved was not named in the disclosure, which limits what can be measured about the deal — no contract value, implementation timeline, or baseline search-conversion metrics were released.

The engagement targets a specific and economically significant failure point in industrial e-commerce. Replacement-part searches routinely involve partial model numbers, equipment makes, dimensional attributes and cross-references between OEM catalogs. When site search cannot resolve those queries, the order either moves to a phone call — raising cost-to-serve — or moves to a competitor with better findability. For a distributor carrying tens of thousands of SKUs, search relevance converts directly into conversion rate, average order value and self-service share of revenue.

HawkSearch's platform applies AI-driven relevance tuning, faceted navigation and merchandising rules to product catalogs. For distributors, the pitch is that attribute-based filtering and intelligent matching reduce null search results and improve the share of sessions that end in a quote request or a cart. The vendor did not disclose transaction volumes, customer counts or performance benchmarks tied to this deployment, so any claim of uplift remains asserted rather than measured until the customer publishes results.

The selection fits a broader pattern in wholesale distribution. As industrial buyers shift procurement online, distributors are treating search as infrastructure rather than a website feature — investing in taxonomy, attribute data and retrieval quality to defend gross margin against marketplaces that aggregate the same SKUs. Findability determines which channel captures the order, and distributors that cannot match a model number to a part in two clicks cede that order regardless of price.

What to watch: whether the supplier discloses post-implementation metrics — search conversion, null-result rates, self-service order share — that would let the market judge whether the modernization moved customer economics or merely replaced legacy software.