| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| HR AI assistants | Onboarding and employee experience | 21% | 1 of 142 | 0% | 18 | accepted challenger | ▲+12Since September 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| HR AI assistants | 10% | 22% | ▲+12Since September 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 → 1 of 142 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 1 | 0 | 0 | 0 | 1 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 0 | 1 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 2 | 0 | 0 | 0 | 2 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 1 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“MeBeBot if you have global/multilingual teams and want answers curated for accuracy” MiniMax M2.5 · HR AI assistants · paraphrase prompt · first choice
“MeBeBot (Best Overall & Fastest Time-to-Value)... is the strongest choice.” Gemini 3.5 Flash · HR AI assistants · paraphrase prompt · first choice
“MeBeBot - Best for small to mid-sized companies wanting quick deployment.” Llama 4 Maverick · HR AI assistants · paraphrase prompt · first choice
“MeBeBot is the most commonly cited sub-$5 per user/month SMB HR chatbot” Muse Glimmer 30B · HR AI assistants · 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.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 40 of the 40 answers that named MeBeBot and are not a share of its labels.
169 of the 190 domain citations in answers naming MeBeBot 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 |
|---|---|---|---|---|---|
| Blog | 353 | 42 | 2026-09-23 | Employee onboarding, People analytics | |
| News or press | 30 | undated | |||
| Comparison | 23 | 6 | 2026-09-18 | HRIS and HCM platforms | |
| Case study | 16 | 1 | 2026-09-01 | ||
| Podcast or video | 8 | 0 | 2026-01-05 | ||
| Glossary or explainer | 7 | 0 | 2026-05-29 | ||
| Conference or event | 4 | undated | |||
| Webinar or virtual event | 3 | undated | |||
| Template or tool | 3 | 2 | 2026-09-25 |
Every page mebebot.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 MeBeBot's own pages state, read September 28, 2026: mebebot.com, mebebot.com/pricing, mebebot.com/case-studies, mebebot.com/integrations. 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 MeBeBot'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 MeBeBot, 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 MeBeBot by email, built from the raw record of the edition. It shows:
AI models recommend MeBeBot first in HR AI assistants this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.