| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce search and merchandising | Marketing | 8% | 6 of 74 | 0% | 8 | under 10 labels · led by Algolia at 25% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 2 | 0 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“HawkSearch: Best for Deep Technical, Industrial, & Distributor Catalogs ... If you sell highly complex parts, tools, or industrial equipment ... HawkSearch is your best bet” Gemini 3.5 Flash · Ecommerce search · paraphrase prompt · first choice
“If you are a distributor or manufacturer with thousands of complex catalog parts: Go with HawkSearch.” Gemini 3.5 Flash · Ecommerce search · direct prompt · first choice
“the strongest default choice is usually Hawksearch” GPT-5.4 mini · Ecommerce search · direct prompt · first choice
“1. HawkSearch (Top recommendation)” Claude Haiku 4.5 · Ecommerce search · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 18 of the 18 answers that named Hawksearch and are not a share of its labels.
Sixty-six of the sixty-six domain citations in answers naming Hawksearch came from somebody else's page.
Pages are listed as the models cited them.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Hawksearch's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Hawksearch, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Hawksearch by email, built from the raw record of the edition. It shows: