# Conga CPQ vs Salesforce Revenue Cloud: which do AI models recommend for CPQ, October 2026

GTM AI Recommendation Index, October 2026 Edition, CPQ. Zero of fourteen models named Conga CPQ first on the direct prompt; zero named Salesforce Revenue Cloud. Page: https://gtm-ai-index.com/revops/cpq/conga-cpq-vs-salesforce-revenue-cloud/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Conga CPQ | 4% | #4 of 12 | 23% | 35 | 13 of 14 |
| Salesforce Revenue Cloud | 2% | #7 of 12 | 44% | 66 | 13 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: neither first, one named (first choices: DealHub) (alternatives: Conga CPQ, HubSpot Commerce Hub)
- GPT-5.4 mini: neither first, one named (first choices: DealHub) (alternatives: Conga CPQ, SAP CPQ, Salesforce Revenue Cloud)
- Perplexity Sonar: neither first, one named (first choices: DealHub) (alternatives: BetterCommerce, Experlogix, Salesforce Revenue Cloud)
- Grok 4.1 Fast: neither first, one named (first choices: DealHub) (alternatives: Conga CPQ, Experlogix, PandaDoc)
- DeepSeek V4 Flash: neither first, one named (first choices: DealHub) (alternatives: Conga CPQ, Experlogix, HubSpot Commerce Hub)
- Qwen 3.7 Flash: neither first, one named (first choices: DealHub) (alternatives: Conga CPQ, Experlogix, Oracle CPQ, PROS Smart CPQ)
- Kimi K2: neither first, one named (first choices: DealHub) (alternatives: Conga CPQ, HubSpot Commerce Hub, PandaDoc)
- MiniMax M2.5: neither first, one named (first choices: DealHub) (alternatives: Experlogix, Salesforce Revenue Cloud)
- GPT-6 Luna: neither first, one named (first choices: DealHub) (alternatives: Experlogix, Salesforce Revenue Cloud)
- Muse Glimmer 30B: neither first, one named (first choices: DealHub) (alternatives: Experlogix, Salesforce Revenue Cloud)
- Gemini 3.5 Flash: neither named (first choices: DealHub) (alternatives: Epicor CPQ, Experlogix, NetSuite CPQ, Nue, PandaDoc)
- Mistral Small: neither named (first choices: DealHub)
- Llama 4 Maverick: neither named (first choices: DealHub) (alternatives: Experlogix, Zuora CPQ)
- GLM 4.7 FlashX: neither named (first choices: DealHub) (alternatives: Combeenation, Experlogix)

## What the models said about Conga CPQ

- "some Conga products are described as hard to configure and difficult for teams to troubleshoot without vendor support" (GPT-5.4 mini, negative prompt, soft negative)
- "Users find the complexity of Conga CPQ challenging, especially during initial setup and learning phases." (Muse Glimmer 30B, negative prompt, soft negative)
- "vendors such as Conga use custom pricing, so the subscription price alone won't tell you the total cost" (GPT-6 Luna, budget prompt, soft negative)
- "Mid-market standouts: DealHub and Conga CPQ balance power with faster implementation timelines." (Muse Glimmer 30B, scale prompt, first choice)
- "I'd usually recommend DealHub CPQ or Conga CPQ" (GPT-5.4 mini, paraphrase prompt, first choice)
- "Conga CPQ: An enterprise CPQ platform that helps sales teams configure products, manage complex pricing structures" (Llama 4 Maverick, budget prompt, alternative)

## What the models said about Salesforce Revenue Cloud

- "Salesforce CPQ is now end of sale for new customers... Any CPQ that is being phased out or has a clear successor you'd be forced to migrate to soon." (GPT-5.4 mini, negative prompt, hard negative)
- "I'd avoid starting a fresh deployment on it unless you have a specific reason and a clear long-term plan" (GPT-6 Luna, negative prompt, hard negative)
- "avoid enterprise-grade CPQs like Salesforce CPQ, Oracle CPQ Cloud, or DealHub initially" (Qwen 3.7 Flash, budget prompt, hard negative)
- "Best for: Organizations already using Salesforce CRM ... Seamless native integration with Salesforce ecosystem" (MiniMax M2.5, comparative prompt, first choice)
- "The Top Choice is: Salesforce (Agentforce Revenue Management) | Native data continuity from quote to billing." (Gemini 3.5 Flash, comparative prompt, first choice)
- "Leader in the CPQ space, especially for businesses already using Salesforce CRM." (Mistral Small, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.