# CPQ for small business buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "CPQ software" and as "configure, price, quote tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/gtm/revops/cpq/2026-11/smb

**Standing:** PandaDoc leads with 45% of first choices; verdict clear leader. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [PandaDoc](https://www.gane.ai/index/gtm/vendors/pandadoc/index.md) | 45% | 3% | 64 |
| 2 | [Proposify](https://www.gane.ai/index/gtm/vendors/proposify/index.md) | 9% | 0% | 37 |
| 3 | [HubSpot Commerce Hub](https://www.gane.ai/index/gtm/vendors/hubspot-commerce-hub/index.md) | 9% | 5% | 41 |
| 4 | [iQuoteXpress](https://www.gane.ai/index/gtm/vendors/iquotexpress/index.md) | 8% | 0% | 14 |
| 5 | [QuoteWerks](https://www.gane.ai/index/gtm/vendors/quotewerks/index.md) | 4% | 0% | 33 |
| 6 | [Qwilr](https://www.gane.ai/index/gtm/vendors/qwilr/index.md) | 4% | 0% | 27 |
| 17 | [Conga CPQ](https://www.gane.ai/index/gtm/vendors/conga-cpq/index.md) | 2% | 58% | 26 |
| 18 | [DealHub](https://www.gane.ai/index/gtm/vendors/dealhub/index.md) | 0% | 18% | 40 |
| 85 | [Oracle CPQ](https://www.gane.ai/index/gtm/vendors/oracle-cpq/index.md) | 0% | 95% | 22 |
| 86 | [SAP CPQ](https://www.gane.ai/index/gtm/vendors/sap-cpq/index.md) | 0% | 89% | 27 |
| 87 | [Salesforce Revenue Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-revenue-cloud/index.md) | 0% | 86% | 57 |

Rank is by share of first choices among all 87 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: PandaDoc; alternatives DealHub, QuoteWerks
- Gemini 3.5 Flash: PandaDoc; alternatives DealHub, HubSpot Commerce Hub, QuoteWerks, Quoter
- Perplexity Sonar: PandaDoc; alternatives HubSpot Commerce Hub, Proposify, QuoteWerks, Qwilr
- Grok 4.20: PandaDoc; alternatives DealHub, QuoteWerks, Qwilr, Vendori CPQ
- Mistral Small: Qwilr; alternatives Conga CPQ, DealHub, HubSpot Commerce Hub, PandaDoc
- DeepSeek V4 Flash: PandaDoc; alternatives HubSpot Commerce Hub, QuoteWerks
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: PandaDoc; alternatives DealHub, HubSpot Commerce Hub, iQuoteXpress
- Kimi K2: PandaDoc, Proposify; alternatives DealHub, HubSpot Revenue Hub CPQ
- GLM 4.7 FlashX: PandaDoc; alternatives DealHub, HubSpot Commerce Hub, Proposify, Qwilr
- MiniMax M2.5: Proposify, Qwilr; alternatives Hive CPQ Online Product Configurator, PandaDoc
- GPT-6 Luna: HubSpot Commerce Hub; alternatives DealHub, PandaDoc
- Muse Glimmer 30B: HubSpot Commerce Hub; alternatives DealHub, PandaDoc, Proposify, QuoteWerks

## Sources the answers cite

73 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- softwareadvice.com: 54 answers, 91 citations
- g2.com: 46 answers, 81 citations
- albato.com: 37 answers, 37 citations
- capterra.com: 27 answers, 36 citations
- pandadoc.com: 22 answers, 51 citations
- selecthub.com: 20 answers, 27 citations
- spotsaas.com: 17 answers, 19 citations
- salesbricks.com: 17 answers, 18 citations

Pages named in the most answers:

- https://softwareadvice.com/cpq (48 answers)
- https://g2.com/categories/cpq/small-business (39 answers)
- https://albato.com/blog/publications/best-cpq-software (37 answers)
- https://capterra.com/cpq-software (27 answers)
- https://softwareadvice.com/cpq/small-business (26 answers)
- https://zapier.com/blog/cpq-software-vendors (17 answers)
- https://salesbricks.com/blog/best-cpq-software-for-small-business (15 answers)
- https://selecthub.com/c/cpq-software (15 answers)
- https://spotsaas.com/list/configure-price-quote--cpq--software/for-small-business (15 answers)
- https://guideflow.com/blog/best-cpq-software (12 answers)

## Warned against

- Salesforce Revenue Cloud: 49 of 57 labels negative. "Small businesses should avoid overly complex enterprise-grade solutions... Tools like Agentforce Revenue Management and Oracle CPQ are best for large enterprises" (Claude Haiku 4.5, negative prompt)
- SAP CPQ: 24 of 27 labels negative. "Full enterprise tools like Oracle CPQ (~$240+/user/mo) or SAP CPQ are generally not recommended here due to complexity and cost." (Grok 4.20, comparative prompt)
- Oracle CPQ: 21 of 22 labels negative. "Full enterprise tools like Oracle CPQ (~$240+/user/mo) or SAP CPQ are generally not recommended here due to complexity and cost." (Grok 4.20, comparative prompt)
- Conga CPQ: 15 of 26 labels negative. "Reviews highlight it as better for mid-to-large companies; small businesses may find the initial effort and potential bugs not worth it" (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: PandaDoc at 45%.

- DealHub: 12% to 0%, −12. Cleared the floor by 1 point · rank 4 → 18 of 87.
- QuoteWerks: 14% to 4%, −10. Inside the floor by 1 point · rank 2 → 5 of 87.
- iQuoteXpress: 0% to 8%, +8. New · not ranked in October 2026 · rank 4 of 87.
- Proposify: 3% to 9%, +6. Inside the floor by 5 points · rank 5 → 2 of 87.
- HubSpot Commerce Hub: 14% to 9%, −5. Inside the floor by 6 points · rank 3 of 87, unchanged.
- Qwilr: 0% to 4%, +4. Inside the floor by 7 points · rank 14 → 6 of 87.
- Salesbricks: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 19 of 87.
- Conga CPQ: 3% to 2%, −1. Inside the floor by 10 points · rank 7 → 17 of 87.
- PandaDoc: 45% to 45%, ±0. Inside the floor by 11 points · rank 1 of 87, unchanged.
- Oracle CPQ: 0% to 0%, ±0. Inside the floor by 11 points · rank 52 → 85 of 87.
- SAP CPQ: 0% to 0%, ±0. Inside the floor by 11 points · rank 51 → 86 of 87.
- Salesforce Revenue Cloud: 0% to 0%, ±0. Inside the floor by 11 points · rank 53 → 87 of 87.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.