| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| CPQ | Revenue operations | 0% | 9 of 73 | 18% | 34 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 1 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.1 Fast | 0 | 4 | 1 | 0 | 5 |
| Mistral Small | 0 | 2 | 1 | 1 | 4 |
| DeepSeek V4 Flash | 0 | 4 | 0 | 1 | 5 |
| Llama 4 Maverick | 0 | 1 | 1 | 1 | 3 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 3 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Advanced rules, CLM/docs, AI pricing; good for configurable products... Higher TCO (~$350K+ for 50 users)” Grok 4.1 Fast · CPQ · direct prompt · alternative
“Strong for complex configurations and contracts... Best for enterprises or Salesforce-native teams.” Kimi K2 · CPQ · direct prompt · alternative
“Mid-market sweet spot: DealHub, Conga, and Salesforce CPQ ... are the most commonly evaluated.” Kimi K2 · CPQ · scale prompt · alternative
“Conga differentiates by combining CPQ with contract lifecycle management in one platform” Kimi K2 · CPQ · 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.
“Powerful, but commonly a better fit for larger organizations with CLM needs; setup and ramp-up can be substantial.” Perplexity Sonar · CPQ · negative prompt · soft negative
“worth considering, but it tends to require more implementation effort and ongoing administration” GPT-5.4 mini · CPQ · paraphrase prompt · soft negative
“Risk level: MODERATE-HIGH - Powerful but requires significant investment and expertise” Mistral Small · CPQ · negative prompt · soft negative
“Approach Conga CPQ (formerly Apttus) with caution if you want a fast, modern UI” Gemini 3.5 Flash · CPQ · 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 17 of the 96 answers that named Conga CPQ and are not a share of its labels.
Fifty-six of the sixty-one domain citations in answers naming Conga CPQ 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 Conga CPQ'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 Conga CPQ, 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 conga.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.