# RFP response software for small business buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "RFP response software" and as "proposal management software", six framings each, to fourteen models with search on, on behalf of a small B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/sales/rfp-response-software/2026-11/smb

**Standing:** PandaDoc leads with 30% of first choices; verdict contested. 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) | 30% | 16% | 31 |
| 2 | [1up](https://www.gane.ai/index/gtm/vendors/1up/index.md) | 17% | 8% | 25 |
| 3 | [DeepRFP](https://www.gane.ai/index/gtm/vendors/deeprfp/index.md) | 11% | 4% | 27 |
| 4 | [Breeze Docs](https://www.gane.ai/index/gtm/vendors/breeze-docs/index.md) | 11% | 0% | 15 |
| 5 | [Loopio](https://www.gane.ai/index/gtm/vendors/loopio/index.md) | 9% | 49% | 59 |
| 8 | [AutoRFP.ai](https://www.gane.ai/index/gtm/vendors/autorfp-ai/index.md) | 2% | 19% | 21 |
| 9 | [Better Proposals](https://www.gane.ai/index/gtm/vendors/better-proposals/index.md) | 2% | 11% | 18 |
| 14 | [Responsive](https://www.gane.ai/index/gtm/vendors/responsive/index.md) | 2% | 58% | 45 |
| 15 | [Qwilr](https://www.gane.ai/index/gtm/vendors/qwilr/index.md) | 0% | 0% | 14 |
| 16 | [Proposify](https://www.gane.ai/index/gtm/vendors/proposify/index.md) | 0% | 16% | 19 |
| 17 | [Inventive AI](https://www.gane.ai/index/gtm/vendors/inventive-ai/index.md) | 0% | 8% | 13 |
| 79 | [Upland Qvidian](https://www.gane.ai/index/gtm/vendors/upland-qvidian/index.md) | 0% | 75% | 16 |

Rank is by share of first choices among all 79 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: Responsive; alternatives AutoRFP.ai, DeepRFP, Inventive AI
- GPT-5.4 mini: Loopio; alternatives Inventive AI, Iris, Responsive
- Gemini 3.5 Flash: 1up; alternatives Arphie, AutoRFP.ai, Loopio, Proposify
- Perplexity Sonar: DeepRFP; alternatives Iris, Loopio, Steerlab
- Grok 4.20: Breeze Docs; alternatives Loopio, Responsive
- Mistral Small: BreezeDocs.ai, Loopio; alternatives Responsive, Steerlab
- DeepSeek V4 Flash: 1up, Breeze Docs
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: BreezeDocs.ai; alternatives Loopio, Responsive
- Kimi K2: DeepRFP, PandaDoc; alternatives Better Proposals, Breeze Docs, Loopio
- GLM 4.7 FlashX: 1up, Breeze Docs; alternatives Better Proposals, DeepRFP, Loopio, Responsive
- MiniMax M2.5: Breeze; alternatives DeepRFP, Loopio, Responsive
- GPT-6 Luna: 1up; alternatives Loopio
- Muse Glimmer 30B: DeepRFP; alternatives PandaDoc, Proposify

## Sources the answers cite

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

- responsive.io: 42 answers, 65 citations
- softwareadvice.com: 36 answers, 55 citations
- deeprfp.com: 32 answers, 36 citations
- g2.com: 30 answers, 46 citations
- capterra.com: 27 answers, 42 citations
- breezedocs.ai: 26 answers, 42 citations
- getapp.com: 23 answers, 29 citations
- loopio.com: 19 answers, 29 citations

Pages named in the most answers:

- https://softwareadvice.com/rfp (24 answers)
- https://deeprfp.com/blog/best-rfp-tools-comparison (22 answers)
- https://sifthub.io/blog/rfp-software-for-small-business (17 answers)
- https://softwareadvice.com/rfp/small-business (17 answers)
- https://g2.com/categories/rfp/small-business (16 answers)
- https://techtarget.com/news/The-top-10-RFP-response-software/848889 (16 answers)
- https://getapp.com/operations-management-software/rfp (15 answers)
- https://itechguides.com/best/rfp-response-software (15 answers)
- https://responsive.io/blog/best-request-for-proposal-software-small-businesses (15 answers)
- https://responsive.io/blog/rfp-software-small-businesses (15 answers)

## Warned against

- Loopio: 29 of 59 labels negative. "Enterprise-Grade Platforms (Loopio, Responsive, Qvidian, Ombud) ... Be very cautious — these are often overkill for SMBs." (DeepSeek V4 Flash, negative prompt)
- Responsive: 26 of 45 labels negative. "Enterprise-Grade Platforms (Loopio, Responsive, Qvidian, Ombud) ... Be very cautious — these are often overkill for SMBs." (DeepSeek V4 Flash, negative prompt)
- Upland Qvidian: 12 of 16 labels negative. "Highly Technical, Enterprise-Focused Platforms Examples: Qvidian, Oracle CPQ ... a small business should avoid or approach with extreme caution" (Qwen 3.7 Flash, negative prompt)
- PandaDoc: 5 of 31 labels negative. "Proposal Tools Misused as RFP Tools (e.g., Proposify, PandaDoc, Storyflow, or Notion for Libraries) ... Why cautious/avoid" (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: PandaDoc at 30%.

- 1up: 2% to 17%, +15. Cleared the floor by 4 points · rank 10 → 2 of 79.
- PowerRFP: 14% to 2%, −12. Cleared the floor by 1 point · rank 3 → 13 of 79.
- Breeze Docs: 4% to 11%, +7. Inside the floor by 4 points · rank 7 → 4 of 79.
- DeepRFP: 16% to 11%, −5. Inside the floor by 6 points · rank 2 → 3 of 79.
- Loopio: 4% to 9%, +5. Inside the floor by 6 points · rank 8 → 5 of 79.
- Proposify: 4% to 0%, −4. Inside the floor by 7 points · rank 6 → 16 of 79.
- Inventive AI: 4% to 0%, −4. Inside the floor by 7 points · rank 5 → 17 of 79.
- PandaDoc: 33% to 30%, −3. Inside the floor by 8 points · rank 1 of 79, unchanged.
- AutoRFP.ai: 4% to 2%, −2. Inside the floor by 9 points · rank 4 → 8 of 79.
- Responsive: 4% to 2%, −2. Inside the floor by 9 points · rank 9 → 14 of 79.
- Better Proposals: 2% to 2%, ±0. Inside the floor by 11 points · rank 11 → 9 of 79.
- Qwilr: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 → 15 of 79.

## 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.