| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Job advertising and distribution | Talent acquisition | 0% | 84 of 111 | 47% | 15 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Compensation benchmarking data | Compensation and total rewards | 0% | 148 of 148 | 100% | 10 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Compensation management | Compensation and total rewards | 0% | 136 of 140 | 67% | 3 | under 10 labels · led by Pave at 18% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Recruiting CRM and sourcing | Talent acquisition | 0% | 75 of 111 | 0% | 1 | under 10 labels · led by Gem at 15% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Recruitment marketing and career sites | Talent acquisition | 0% | 60 of 104 | 0% | 1 | under 10 labels · led by Teamtailor at 23% | goneNot named this edition; 2% in September 2026. |
| Staffing agency platforms | Talent acquisition | 0% | 102 of 136 | 100% | 1 | under 10 labels · led by Zoho Recruit at 22% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Recruitment marketing | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 16 → 60 of 104 |
| Job advertising | 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 17 → 84 of 111 |
| Compensation benchmarkin | 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 134 → 148 of 148 |
| Compensation management | 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 169 → 136 of 140 |
| Recruiting CRM | 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 37 → 75 of 111 |
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 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 3 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.1 Fast | 0 | 2 | 0 | 2 | 4 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 1 | 2 |
| Kimi K2 | 0 | 1 | 0 | 2 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 3 | 4 |
| MiniMax M2.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 1 | 2 | 3 | 6 |
Verbatim evidence the judge attached to positive labels.
“Glassdoor – company research + job search. Best for employer brand transparency.” Muse Glimmer 30B · Job advertising · comparative prompt · alternative
“Stick to vetted alternatives: ... Glassdoor (reviews)” Grok 4.1 Fast · Job advertising · negative prompt · alternative
“Employer branding + jobs; culture-focused candidates” Grok 4.1 Fast · Job advertising · comparative prompt · alternative
“Best for employer reputation research: Glassdoor.” Perplexity Sonar · Job advertising · 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.
“the ones to be most cautious about are free employee-reported salary sites like Glassdoor and Indeed, because their data is unverified” Perplexity Sonar · Compensation management · negative prompt · hard negative
“Avoid providers that rely heavily on employee self-reporting (like Glassdoor data) or scraped job postings, which are often inflated or inaccurate.” Qwen 3.7 Flash · Compensation benchmarkin · scale prompt · hard negative
“Glassdoor (Lowest rated: 1.1/5) - Major concerns: Allegations that negative company reviews are removed for paying employers” Kimi K2 · Job advertising · negative prompt · hard negative
“Relying on them to build official salary bands is highly risky and fails to provide the legally defensible, structured data” Gemini 3.5 Flash · Compensation benchmarkin · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 66 of the 72 answers that named Glassdoor and are not a share of its labels.
187 of the 187 domain citations in answers naming Glassdoor 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.
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 Glassdoor's own pages state, read September 28, 2026: glassdoor.com. 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 Glassdoor'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 Glassdoor, 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 Glassdoor by email, built from the raw record of the edition. It shows: