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

Gane Index, October 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/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/revops/cpq/smb/index.md

**Standing:** PandaDoc leads with 45% of first choices; verdict clear leader. 58 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% | 9% | 67 |
| 2 | [QuoteWerks](https://www.gane.ai/index/gtm/vendors/quotewerks/index.md) | 14% | 0% | 48 |
| 3 | [HubSpot Commerce Hub](https://www.gane.ai/index/gtm/vendors/hubspot-commerce-hub/index.md) | 14% | 2% | 45 |
| 4 | [DealHub](https://www.gane.ai/index/gtm/vendors/dealhub/index.md) | 12% | 8% | 38 |
| 5 | [Proposify](https://www.gane.ai/index/gtm/vendors/proposify/index.md) | 3% | 11% | 27 |
| 7 | [Conga CPQ](https://www.gane.ai/index/gtm/vendors/conga-cpq/index.md) | 3% | 57% | 14 |
| 8 | Salesbricks | 2% | 0% | 10 |
| 51 | [SAP CPQ](https://www.gane.ai/index/gtm/vendors/sap-cpq/index.md) | 0% | 82% | 11 |
| 52 | [Oracle CPQ](https://www.gane.ai/index/gtm/vendors/oracle-cpq/index.md) | 0% | 86% | 21 |
| 53 | [Salesforce Revenue Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-revenue-cloud/index.md) | 0% | 90% | 50 |

Rank is by share of first choices among all 53 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: HubSpot Commerce Hub; alternatives DealHub, PandaDoc, QuoteWerks
- GPT-5.4 mini: DealHub; alternatives PandaDoc, Qwilr, Salesforce Revenue Cloud
- Gemini 3.5 Flash: PandaDoc; alternatives ConnectWise CPQ, DealHub, HubSpot Commerce Hub, Kickflip
- Perplexity Sonar: PandaDoc; alternatives HubSpot Sales Hub Quotes, QuoteWerks
- Grok 4.20: PandaDoc; alternatives QuoteWerks, Quotient
- Mistral Small: PandaDoc; alternatives DealHub, Sybill
- DeepSeek V4 Flash: PandaDoc; alternatives HubSpot Commerce Hub, Salesbricks, monday CRM
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: HubSpot Commerce Hub, PandaDoc; alternatives Proposify, QuoteWerks, Salesbricks
- Kimi K2: PandaDoc; alternatives DealHub, HubSpot Commerce Hub, Salesforce Revenue Cloud
- GLM 4.7 FlashX: QuoteWerks; alternatives HubSpot Commerce Hub, MRPeasy, PandaDoc
- MiniMax M2.5: PandaDoc, Salesbricks; alternatives monday CRM
- GPT-6 Luna: QuoteWerks Web; alternatives HubSpot Commerce Hub
- Muse Glimmer 30B: PandaDoc; alternatives HubSpot Commerce Hub, Proposify, QuoteWerks, Zoho CPQ

## Sources the answers cite

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

- pandadoc.com: 57 answers, 87 citations
- albato.com: 43 answers, 43 citations
- guideflow.com: 42 answers, 43 citations
- qobra.co: 36 answers, 36 citations
- g2.com: 33 answers, 55 citations
- salesbricks.com: 32 answers, 44 citations
- mobileappdaily.com: 32 answers, 32 citations
- monday.com: 31 answers, 38 citations

Pages named in the most answers:

- https://albato.com/blog/publications/best-cpq-software (43 answers)
- https://guideflow.com/blog/best-cpq-software (42 answers)
- https://pandadoc.com/blog/cpq-for-small-business (37 answers)
- https://qobra.co/blog/cpq-software (36 answers)
- https://mobileappdaily.com/products/best-cpq-software (32 answers)
- https://salesbricks.com/blog/best-cpq-software-for-small-business (29 answers)
- https://pandadoc.com/blog/best-quoting-software-tools (26 answers)
- https://sybill.ai/blogs/best-cpq-software (24 answers)
- https://monday.com/blog/crm-and-sales/cpq (23 answers)
- https://g2.com/categories/cpq/small-business (21 answers)

## Warned against

- Salesforce Revenue Cloud: 45 of 50 labels negative. "Beware of Salesforce CPQ (Revenue Cloud) unless you are prepared to pay high consulting fees for implementation and hire a dedicated administrator" (Gemini 3.5 Flash, scale prompt)
- Oracle CPQ: 18 of 21 labels negative. "Avoid tools designed specifically for large enterprises ... (e.g., Oracle CPQ, Salesforce Revenue Cloud in its most complex form)." (Qwen 3.7 Flash, negative prompt)
- SAP CPQ: 9 of 11 labels negative. "Why to Avoid: These systems are built for massive multinationals... SAP CPQ standard editions generally require a 50-user minimum" (Gemini 3.5 Flash, negative prompt)
- Conga CPQ: 8 of 14 labels negative. "Can be implementation- and administration-intensive... Avoid: Overly complex enterprise-grade solutions that require dev-heavy setup." (Muse Glimmer 30B, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: PandaDoc at 47%.

- PandaDoc: 54% to 47%, −7. Inside the floor by 4 points · rank 1 of 52, unchanged.
- HubSpot Commerce Hub: 10% to 16%, +6. Inside the floor by 5 points · rank 3 → 2 of 52.
- DealHub: 10% to 12%, +2. Inside the floor by 9 points · rank 4 of 52, unchanged.
- Proposify: 2% to 4%, +2. Inside the floor by 9 points · rank 6 → 5 of 52.
- Conga CPQ: 0% to 2%, +2. Inside the floor by 9 points · rank 58 → 8 of 52.
- Kickflip: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 10 of 52.
- QuoteWerks: 13% to 14%, +1. Inside the floor by 10 points · rank 2 → 3 of 52.
- SAP CPQ: 0% to 0%, ±0. Inside the floor by 11 points · rank 59 → 50 of 52.
- Oracle CPQ: 0% to 0%, ±0. Inside the floor by 11 points · rank 60 → 51 of 52.
- Salesforce Revenue Cloud: 0% to 0%, ±0. Inside the floor by 11 points · rank 61 → 52 of 52.

## Record

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