| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| HR help desk and case management | Onboarding and employee experience | 0% | 27 of 108 | 17% | 6 | under 10 labels · led by Zoho Desk at 19% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| HR help desk | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 53 → 27 of 108 |
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 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Deeply configurable without requiring the heavy software development overhead associated with ServiceNow.” Gemini 3.5 Flash · HR help desk · comparative prompt · alternative
“Dovetail Software or Neocase: Built specifically with deep HR compliance, employee relation workflows” Gemini 3.5 Flash · HR help desk · scale prompt · alternative
“Companies that want AI‑first case resolution and are already invested in the ServiceNow platform.” GLM 4.7 FlashX · HR help desk · comparative prompt · alternative
“Focuses on HR shared services, with case management, knowledge, document management” GPT-6 Luna · HR help desk · 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.
“it has a narrower tool scope, limited HRSD features beyond case tracking, and some integration challenges” DeepSeek V4 Flash · HR help desk · comparative 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 15 of the 15 answers that named Neocase HR and are not a share of its labels.
Sixty-four of the sixty-four domain citations in answers naming Neocase HR came from somebody else's page.
Pages are listed as the models cited them.
First shown November 2025, as Neocase. Ads started 2025-11 to 2026-10: 1 in the year.
On Google's pages: 1
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.
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 Neocase HR's own pages state, read October 5, 2026: blog.neocasesoftware.com/neocase-joins-sopra-hr-software, blog.neocasesoftware.com/reimagine-hr-case-management-with-neocase, blog.neocasesoftware.com/neocase-software-at-workday-rising-europe, blog.neocasesoftware.com/neocase-is-heading-to-hr-tech-2026-in-las-vegas, blog.neocasesoftware.com/neocase-becomes-a-workday-certified-solution-partner. 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 Neocase HR'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 Neocase HR, 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 Neocase HR by email, built from the raw record of the edition. It shows: