| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Workforce scheduling | Core HR and payroll | 2% | 13 of 94 | 0% | 3 | under 10 labels · led by Deputy at 26% |
| Leave and absence management | Core HR and payroll | 0% | 47 of 89 | 0% | 1 | under 10 labels · led by BambooHR at 28% |
| Workforce management suites | Core HR and payroll | 0% | 36 of 95 | 0% | 1 | under 10 labels · led by ADP Workforce Now at 19% |
| 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 | 0 | 0 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“would be Shiftboard or Float, as they are highly rated and suitable for mid-sized teams” Llama 4 Maverick · Workforce scheduling · paraphrase prompt · first choice
“just need a lightweight, highly accurate "people planner" to stop overbooking your team” Gemini 3.5 Flash · Workforce management sui · direct prompt · alternative
“Choose Float for a highly visual, drag-and-drop experience.” Gemini 3.5 Flash · Workforce scheduling · direct prompt · alternative
“Float — *Best for Resource Planning*” Kimi K2 · Leave · 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.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 9 of the 19 answers that named Float and are not a share of its labels.
Thirty-nine of the thirty-nine domain citations in answers naming Float 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 Float'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 Float, 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 float.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.