| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Channel partner and local marketing | Partner and channel | 0% | 28 of 108 | 0% | 4 | under 10 labels · led by JourneyBee at 15% |
| Review and reputation management | Marketing | 0% | 52 of 103 | 33% | 3 | under 10 labels · led by Birdeye at 26% |
| Retail, proximity and IoT marketing | Marketing | 0% | 54 of 131 | 0% | 1 | under 10 labels · led by Radar at 19% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Native for Google reviews—monitor, respond, request via links. Essential start for locals; no multi-platform.” Grok 4.1 Fast · Reviews · budget prompt · alternative
“First-party tools: Google Business Profile, Yelp Business, Trustpilot Business” GLM 4.7 FlashX · Reviews · negative prompt · alternative
“Essential foundation for local visibility - free and critical for local SEO.” MiniMax M2.5 · Channel marketing · paraphrase prompt · alternative
“Start with ProxiCall (free) or Google Business Profile (free)” Mistral Small · Proximity · budget prompt · alternative
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.
“however, it lacks automation and cross-platform aggregation” Qwen 3.7 Flash · Reviews · scale prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 2 of the 38 answers that named Google Business Profile and are not a share of its labels.
Ten of the ten domain citations in answers naming Google Business Profile came from somebody else's page.
Pages are listed as the models cited them.
From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata
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 Google Business Profile'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 Google Business Profile, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at google.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.