| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Internal talent marketplace | Performance and talent management | 0% | 125 of 129 | 57% | 7 | under 10 labels · led by Fuel50 at 26% |
| HR help desk and case management | Onboarding and employee experience | 0% | 68 of 93 | 0% | 1 | under 10 labels · led by Zoho Desk at 26% |
| Internal communications and intranet | Onboarding and employee experience | 0% | 56 of 80 | 0% | 1 | under 10 labels · led by Happeo at 16% |
| 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 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 1 | 1 | 2 |
| 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 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
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.
“Often criticized for having outdated interfaces, lower visibility for new freelancers, and less robust client verification” Qwen 3.7 Flash · Internal talent marketpl · negative prompt · hard negative
“Guru.com ⚠️ AVOID” Kimi K2 · Internal talent marketpl · negative prompt · hard negative
“Poor satisfaction (2.2/5 on ComplaintsBoard from 29 cases, 90% unresolved). Issues with support, payment protection failures” Grok 4.1 Fast · Internal talent marketpl · negative prompt · soft negative
“Frequently described as outdated, with limited project volume” DeepSeek V4 Flash · Internal talent marketpl · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 16 of the 24 answers that named Guru and are not a share of its labels.
Fifty-six of the fifty-six domain citations in answers naming Guru came from somebody else's page.
Pages are listed as the models cited 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 Guru'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 Guru, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at gurusup.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.