| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Workforce scheduling | Core HR and payroll | 4% | 8 of 94 | 14% | 7 | under 10 labels · led by Deputy at 26% |
| 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 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“I'd recommend considering Shiftboard or When I Work as top options for a mid-sized B2B company” MiniMax M2.5 · Workforce scheduling · paraphrase prompt · first choice
“the best shift scheduling tool for a mid-sized B2B company would be Shiftboard or Float” Llama 4 Maverick · Workforce scheduling · paraphrase prompt · first choice
“Shiftboard if your scheduling is complex, multi-site, and rule-heavy” Perplexity Sonar · Workforce scheduling · paraphrase 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.
“Shiftboard \u2014 overkill for mid-sized; it's enterprise-focused” DeepSeek V4 Flash · Workforce scheduling · paraphrase prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 30 of the 31 answers that named Shiftboard and are not a share of its labels.
127 of the 127 domain citations in answers naming Shiftboard 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 Shiftboard'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 Shiftboard, 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 shiftboard.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.