| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Enterprise AI assistants | Data platform | 0% | 18 of 145 | 21% | 24 | accepted challenger | |
| AI coding assistants | Developer platform | 0% | 39 of 48 | 33% | 3 | under 10 labels · led by GitHub Copilot at 75% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| AI security platforms | Security operations | 0% | 231 of 233 | 100% | 2 | under 10 labels · led by SentinelOne Singularity at 11% | |
| ML platforms | Data platform | 0% | 105 of 107 | 100% | 2 | under 10 labels · led by Azure Machine Learning at 21% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| AI IT support agents | IT operations and endpoint | 0% | 120 of 121 | 100% | 1 | under 10 labels · led by Freshservice with Freddy AI at 11% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 4 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 0 | 0 | 2 | 2 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 1 | 3 | 3 | 7 |
Verbatim evidence the judge attached to positive labels.
“Mostly Google Workspace? Start with Gemini for Workspace; evaluate Gemini Enterprise if you need broader cross-system search” GPT-6 Luna · Enterprise AI · comparative prompt · alternative
“good if your company is already heavily on Google Cloud, but pricing is more platform-oriented and less obviously budget-first” GPT-5.4 mini · Enterprise AI · budget prompt · alternative
“If your team uses Google Workspace, Gemini (~$21/user Business edition) bundles well for ~$14–20 total with base plans.” Grok 4.20 · Enterprise AI · budget prompt · alternative
“Already on Google Workspace? Check the Gemini features in your current plan before buying another AI subscription.” GPT-6 Luna · Enterprise AI · 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.
“Consumer-grade AI platforms like free/public ChatGPT, Gemini, and Claude, as they do not meet enterprise AI compliance requirements” Llama 4 Maverick · AI security · negative prompt · hard negative
“Free ChatGPT, Gemini, Claude etc. are not designed for enterprise data handling.” Muse Glimmer 30B · AI IT agents · negative prompt · hard negative
“Training is enabled by default on many tiers” DeepSeek V4 Flash · Enterprise AI · negative prompt · hard negative
“tools that look like consumer ChatGPT/Claude/Gemini-style accounts but are used in a company setting without enterprise controls” Perplexity Sonar · Enterprise AI · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 105 of the 105 answers that named Google Gemini and are not a share of its labels.
No domain is on file for Google Gemini, so its own site is not marked.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
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 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.
A new claim receives the current edition's vendor brief for Google Gemini by email, built from the raw record of the edition. It shows: