| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Strategic sourcing | Spend and procurement | 0% | 26 of 127 | 17% | 6 | under 10 labels · led by Precoro at 17% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“consider pairing Precoro with Loopio (or Responsive) for proposal drafting and content reuse” GLM 4.7 FlashX · Strategic sourcing · paraphrase prompt · alternative
“Mid-to-large teams that value clean UI, governance, and collaboration” DeepSeek V4 Flash · Strategic sourcing · paraphrase prompt · alternative
“Best fit if your main need is RFP response management: Loopio” GPT-5.4 mini · Strategic sourcing · paraphrase prompt · alternative
“Loopio and Qvidian are also strong contenders” Mistral Small · Strategic sourcing · 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.
“RFPIO, Loopio, Qvidian: These start at $15K–$30K+/year and are designed for large enterprises” Kimi K2 · Strategic sourcing · 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 10 of the 15 answers that named Loopio and are not a share of its labels.
Fifty-six of the fifty-six domain citations in answers naming Loopio 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 Loopio'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 Loopio, 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 loopio.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.