Guides · Hardware
How to get found by AI shoppers in Hardware
Hardware buyers search by the number. Exact size, thread, material, load rating, and what it fits — the queries are precise and unforgiving. This is one of the most specification-literal categories there is.
The bar in Hardware
AI shoppers see Hardware priced $17–$170 (median $49). It’s wide open — the most-surfaced stores hold just 6% of results, so there’s real room to break in. Based on 9,036 stores competing across 3,324 shopper queries. See the full Hardware benchmark →
The language that wins Hardware
Put the exact dimensions, thread, material and compatibility in the title. “M8 × 40mm stainless hex bolt (DIN 933)” answers the real query; “Heavy Duty Bolt” answers nothing. These are the terms Hardware winners actually converge on in their product titles:
The biggest blind spot in Hardware
Vague, adjective-led titles. “Premium,” “heavy-duty” and “professional” are not what anyone searches in hardware. The fastest way to find yours is to scan your store — it lists the exact Hardware searches where agents return nothing for you.
Your 3-step playbook
1. Be reachable — expose a machine-readable catalog so AI agents can read your Hardware products at all. 2. Match the language — work the winning terms above into your titles and descriptions wherever they’re accurate. 3. Price in-band — land in the $17–$170 typical range unless you’re deliberately premium, and make the premium legible in your product data. How agents pick products →