| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI coding assistants | Developer platform | 2% | 11 of 46 | 50% | 2 | under 10 labels · led by GitHub Copilot at 67% |
| ML platforms | Data platform | 0% | 94 of 99 | 100% | 2 | under 10 labels · led by Azure Machine Learning at 17% |
| 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 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 1 | 0 | 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 | 0 | 1 | 1 |
Verbatim evidence the judge attached to positive labels.
“such as GitHub Copilot (individual plan), Replit, or Gemini” Llama 4 Maverick · AI coding · budget 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.
“Google Gemini - Among the most data-collecting platforms” MiniMax M2.5 · ML platforms · negative prompt · hard negative
“Standard, Free-Tier Web Chatbots (ChatGPT, Gemini, Claude)” Gemini 3.5 Flash · AI coding · negative prompt · hard negative
“Incogni ranks Meta AI, Gemini, Copilot, DeepSeek worst for opt-out controls” Grok 4.1 Fast · ML platforms · negative 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 5 of the 7 answers that named Google Gemini and are not a share of its labels.
Nineteen of the nineteen domain citations in answers naming Google Gemini came from somebody else's page.
Pages are listed as the models cited them.
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 Gemini'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 Gemini, 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 googlegemini.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.