# Revenue intelligence and forecasting for small business buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "revenue intelligence and forecasting platform" and as "sales forecasting and pipeline analytics tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/gtm/sales/revenue-intelligence-and-forecasting/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This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/sales/revenue-intelligence-and-forecasting/smb/index.md

**Standing:** HubSpot Sales Hub leads with 30% of first choices; verdict contested. 61 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [HubSpot Sales Hub](https://www.gane.ai/index/gtm/vendors/hubspot-sales-hub/index.md) | 30% | 7% | 58 |
| 2 | [Pipedrive](https://www.gane.ai/index/gtm/vendors/pipedrive/index.md) | 26% | 0% | 30 |
| 3 | [Avoma](https://www.gane.ai/index/gtm/vendors/avoma/index.md) | 13% | 0% | 39 |
| 4 | [Sybill](https://www.gane.ai/index/gtm/vendors/sybill/index.md) | 7% | 0% | 17 |
| 8 | [Jiminny](https://www.gane.ai/index/gtm/vendors/jiminny/index.md) | 2% | 0% | 16 |
| 9 | [Zoho CRM](https://www.gane.ai/index/gtm/vendors/zoho-crm/index.md) | 2% | 7% | 15 |
| 12 | [People.ai](https://www.gane.ai/index/gtm/vendors/people-ai/index.md) | 2% | 35% | 17 |
| 13 | [Clari Copilot](https://www.gane.ai/index/gtm/vendors/clari-copilot/index.md) | 2% | 68% | 53 |
| 14 | [Gong Revenue Intelligence Platform](https://www.gane.ai/index/gtm/vendors/gong-revenue-intelligence-platform/index.md) | 2% | 73% | 51 |
| 15 | [Grain](https://www.gane.ai/index/gtm/vendors/grain/index.md) | 0% | 0% | 16 |
| 16 | [tl;dv](https://www.gane.ai/index/gtm/vendors/tl-dv/index.md) | 0% | 0% | 11 |
| 18 | [Revenue Grid](https://www.gane.ai/index/gtm/vendors/revenue-grid/index.md) | 0% | 8% | 12 |

Rank is by share of first choices among all 74 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 Sales Hub; alternatives Avoma, Forecastio
- GPT-5.4 mini: Terret; alternatives Gong Revenue Intelligence Platform
- Gemini 3.5 Flash: Forecastio, HubSpot Sales Hub; alternatives Avoma, Pipedrive, Scratchpad, Sybill
- Perplexity Sonar: HubSpot Sales Hub; alternatives Avoma, Sybill
- Grok 4.20: HubSpot Sales Hub; alternatives Avoma, Optifai, Pipedrive, Salesflare
- Mistral Small: Gong Revenue Intelligence Platform, HubSpot Sales Hub; alternatives Clari Copilot, Zoho Analytics
- DeepSeek V4 Flash: HubSpot Sales Hub, Pipedrive; alternatives Forecastio, Gong Revenue Intelligence Platform
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: HubSpot Sales Hub; alternatives Clari Copilot, Jiminny, Salesforce Revenue Cloud, Salesforce Revenue Intelligence
- Kimi K2: Avoma; alternatives Pipedrive, Terret
- GLM 4.7 FlashX: HubSpot Sales Hub; alternatives Avoma, Gong Revenue Intelligence Platform, Oliv, People.ai
- MiniMax M2.5: HubSpot Sales Hub, Pipedrive; alternatives Outreach
- GPT-6 Luna: Avoma; alternatives HubSpot Sales Hub
- Muse Glimmer 30B: Avoma; alternatives HubSpot Sales Hub, Optifai, Sybill

## 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:

- avoma.com: 48 answers, 69 citations
- cleverly.co: 47 answers, 47 citations
- zapier.com: 39 answers, 42 citations
- optif.ai: 38 answers, 57 citations
- pipeline.zoominfo.com: 33 answers, 48 citations
- demandbase.com: 31 answers, 31 citations
- blog.hubspot.com: 26 answers, 32 citations
- salesmotion.io: 25 answers, 25 citations

Pages named in the most answers:

- https://cleverly.co/blog/revenue-intelligence-tools (42 answers)
- https://optif.ai/media/articles/revenue-intelligence-tools-guide (37 answers)
- https://avoma.com/blog/best-revenue-intelligence-software (35 answers)
- https://demandbase.com/blog/revenue-intelligence-platforms (31 answers)
- https://zapier.com/blog/revenue-intelligence-platform (29 answers)
- https://salesmotion.io/blog/revenue-intelligence-platform-guide (25 answers)
- https://pipeline.zoominfo.com/sales/sales-forecasting-software (23 answers)
- https://blog.hubspot.com/sales/sales-forecasting-software (19 answers)
- https://avoma.com/blog/sales-forecasting-tools (17 answers)
- https://sybill.ai/blogs/best-revenue-intelligence-platform-small-sales-teams-2026 (16 answers)

## Warned against

- Clari Copilot: 36 of 53 labels negative. "small businesses should avoid or be highly cautious about the following platforms... Without 2 to 3 years of clean CRM history, Clari's forecasting engine is virtually useless." (Gemini 3.5 Flash, negative prompt)
- Gong Revenue Intelligence Platform: 37 of 51 labels negative. "Small businesses should be most cautious about enterprise-heavy platforms like Gong and Clari because multiple guides say they are usually overkill for small teams" (Perplexity Sonar, negative prompt)
- Salesforce Revenue Intelligence: 8 of 17 labels negative. "Enterprise tools like Gong, Clari, or Salesforce are too pricey ($100+/user/mo or custom) for tight budgets." (Grok 4.20, budget prompt)
- People.ai: 6 of 17 labels negative. "Skip Clari and People.ai unless you have 20+ reps and a dedicated RevOps person." (DeepSeek V4 Flash, comparative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: HubSpot Sales Hub at 31%.

- Avoma: 20% to 11%, −9. Inside the floor by 2 points · rank 3 of 71, unchanged.
- Sybill: 0% to 7%, +7. Inside the floor by 4 points · rank 27 → 4 of 71.
- Pipedrive: 22% to 27%, +5. Inside the floor by 6 points · rank 2 of 71, unchanged.
- Optifai: 9% to 4%, −5. Inside the floor by 6 points · rank 4 → 7 of 71.
- HubSpot Sales Hub: 27% to 31%, +4. Inside the floor by 7 points · rank 1 of 71, unchanged.
- Oliv: 4% to 0%, −4. Inside the floor by 7 points · rank 5 → 14 of 71.
- Jiminny: 0% to 2%, +2. Inside the floor by 9 points · rank 30 → 8 of 71.
- People.ai: 0% to 2%, +2. Inside the floor by 9 points · rank 69 → 10 of 71.
- Clari Copilot: 4% to 2%, −2. Inside the floor by 9 points · rank 7 → 11 of 71.
- Revenue Grid: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 17 of 71.
- Forecastio: 4% to 5%, +1. Inside the floor by 10 points · rank 6 → 5 of 71.
- Gong Revenue Intelligence Platform: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 → 12 of 71.

## 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.