| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Contingent workforce management | Workforce planning and analytics | 2% | 18 of 97 | 51% | 43 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 2 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 4 | 5 |
| Perplexity Sonar | 0 | 0 | 2 | 2 | 4 |
| Grok 4.1 Fast | 1 | 0 | 2 | 2 | 5 |
| Mistral Small | 0 | 1 | 1 | 2 | 4 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 3 | 4 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 3 | 4 |
| Kimi K2 | 0 | 1 | 0 | 3 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 2 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 1 | 3 |
Verbatim evidence the judge attached to positive labels.
“Prefer highly rated VMS/MSPs like SAP Fieldglass, Beeline, or Magnit (4.5+ on G2, enterprise-focused with fewer complaints)” Grok 4.1 Fast · Contingent workforce man · negative prompt · first choice
“Choose SAP Fieldglass if you are a large enterprise already deeply invested in the SAP ecosystem.” Qwen 3.7 Flash · Contingent workforce man · comparative prompt · first choice
“SAP Fieldglass is the safest default "best overall" choice if you expect to scale” GPT-5.4 mini · Contingent workforce man · direct prompt · first choice
“The heavyweight champ of the enterprise VMS space... However, it requires a long implementation runway and significant budget” Gemini 3.5 Flash · Contingent workforce man · 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.
“Avoid Enterprise-Heavy Solutions: SAP Fieldglass and some large enterprise VMS platforms may have "implementation complexity and cost structures that price out most mid-market buyers"” Kimi K2 · Contingent workforce man · scale prompt · hard negative
“typically quote-only and aimed at large global programs — they're usually not cost-effective for a budget-constrained company” DeepSeek V4 Flash · Contingent workforce man · budget prompt · hard negative
“Avoid Enterprise Solutions (like SAP Fieldglass) unless your program has over 1,000+ active contingent workers” Qwen 3.7 Flash · Contingent workforce man · direct prompt · hard negative
“Too complex and expensive; steep learning curve; designed for enterprises managing 50,000+ workers” Kimi K2 · Contingent workforce man · direct 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 116 of the 133 answers that named SAP Fieldglass and are not a share of its labels.
474 of the 474 domain citations in answers naming SAP Fieldglass 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 SAP Fieldglass'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 SAP Fieldglass, 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 sapfieldglass.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.