| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Enterprise AI assistants | Data platform | 0% | 24 of 145 | 22% | 9 | under 10 labels · led by ChatGPT at 25% | |
| Microsegmentation | Network and edge | 0% | 71 of 94 | 0% | 1 | under 10 labels · led by ColorTokens Xshield at 25% | |
| ML platforms | Data platform | 0% | 52 of 107 | 0% | 1 | 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. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 1 | 4 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“their native AI is surprisingly robust for lead scoring and opportunity insights” Qwen 3.7 Flash · ML platforms · direct prompt · alternative
“If you need sales/service/CRM automation → Salesforce Einstein/Agents.” GPT-5.4 mini · Enterprise AI · comparative prompt · alternative
“is the powerhouse option, though it carries a higher price tag and complexity” Qwen 3.7 Flash · Enterprise AI · direct prompt · alternative
“Einstein is trained on CRM data. It provides context-specific answers” Qwen 3.7 Flash · Enterprise AI · comparative 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.
“if the underlying language model is susceptible to "jailbreaking" or prompt injection, it becomes a direct pipeline for stealing PII” Qwen 3.7 Flash · Enterprise AI · negative prompt · soft negative
“Only recommended if you're already on Salesforce and have budget — it's the most expensive option.” DeepSeek V4 Flash · Enterprise AI · direct 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 16 of the 18 answers that named Salesforce Einstein and are not a share of its labels.
Forty-eight of the forty-eight domain citations in answers naming Salesforce Einstein came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 252 | 0 | 2025-06-17 | ||
| Blog | 225 | 4 | 2026-09-17 | ||
| Case study | 98 | undated | |||
| Comparison | 44 | 0 | 2026-04-23 | ||
| News or press | 35 | 20 | 2026-09-24 | ||
| Report or ebook | 29 | 1 | 2026-09-09 | ||
| Template or tool | 11 | 0 | 2026-03-09 | ||
| Conference or event | 8 | 1 | 2026-09-08 | ||
| Webinar or virtual event | 4 | undated | |||
| Podcast or video | 4 | 1 | 2026-09-17 |
Every page salesforce.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
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.
What Salesforce Einstein's own pages state, read October 5, 2026: salesforce.com, salesforce.com/pricing, trust.salesforce.com, salesforce.com/products, salesforce.com/customer-stories. A claimed page can correct any of 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 Salesforce Einstein'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 Salesforce Einstein, 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 Salesforce Einstein by email, built from the raw record of the edition. It shows: