# Sales intelligence and contact data for small business buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "B2B contact data and sales intelligence platform" and as "B2B prospecting database", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/gtm/sales/sales-intelligence-and-contact-data/2026-11/smb

**Standing:** Apollo.io leads with 96% of first choices; verdict consensus. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Apollo.io](https://www.gane.ai/index/gtm/vendors/apollo-io/index.md) | 96% | 10% | 77 |
| 2 | [Lusha](https://www.gane.ai/index/gtm/vendors/lusha/index.md) | 4% | 13% | 63 |
| 3 | [UpLead](https://www.gane.ai/index/gtm/vendors/uplead/index.md) | 0% | 0% | 39 |
| 4 | [Hunter](https://www.gane.ai/index/gtm/vendors/hunter/index.md) | 0% | 5% | 22 |
| 5 | [LinkedIn Sales Navigator](https://www.gane.ai/index/gtm/vendors/linkedin-sales-navigator/index.md) | 0% | 12% | 26 |
| 6 | [Cognism](https://www.gane.ai/index/gtm/vendors/cognism/index.md) | 0% | 38% | 48 |
| 61 | [Seamless.AI](https://www.gane.ai/index/gtm/vendors/seamless-ai/index.md) | 0% | 53% | 17 |
| 63 | [ZoomInfo SalesOS](https://www.gane.ai/index/gtm/vendors/zoominfo-salesos/index.md) | 0% | 89% | 64 |

Rank is by share of first choices among all 63 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: Apollo.io; alternatives HubSpot Sales Hub, Kaspr, Lusha, UpLead
- GPT-5.4 mini: Apollo.io; alternatives Cognism, Lusha
- Gemini 3.5 Flash: Apollo.io; alternatives Cognism, Evaboot, LinkedIn Sales Navigator, Lusha
- Perplexity Sonar: Apollo.io; alternatives UpLead
- Grok 4.20: Apollo.io; alternatives Lead411, Lusha, UpLead
- Mistral Small: Apollo.io; alternatives Cognism, Lusha, ZoomInfo SalesOS
- DeepSeek V4 Flash: Apollo.io; alternatives Cognism, LeadIQ, Lusha, UpLead
- Llama 4 Maverick: Apollo.io
- Qwen 3.7 Flash: Apollo.io; alternatives Lusha
- Kimi K2: Apollo.io; alternatives Cognism, Lusha, UpLead
- GLM 4.7 FlashX: Apollo.io; alternatives Cognism, Dealfront, Lusha, UpLead
- MiniMax M2.5: Apollo.io; alternatives LinkedIn Sales Navigator, Lusha, UpLead
- GPT-6 Luna: Apollo.io; alternatives LinkedIn Sales Navigator, Lusha
- Muse Glimmer 30B: Apollo.io; alternatives CUFinder, Cognism, Lusha

## Sources the answers cite

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

- g2.com: 28 answers, 50 citations
- lemlist.com: 27 answers, 37 citations
- apollo.io: 24 answers, 28 citations
- salesrabbit.com: 17 answers, 18 citations
- capterra.com: 16 answers, 29 citations
- leadspace.com: 15 answers, 19 citations
- prospeo.io: 14 answers, 21 citations
- reddit.com: 13 answers, 21 citations

Pages named in the most answers:

- https://lemlist.com/blog/best-sales-intelligence-tools (23 answers)
- https://leadspace.com/resources/best-sales-intelligence-tools-for-small-and-lean-sales-teams (14 answers)
- https://salesrabbit.com/page/2?p=szmhnkswmjhl (14 answers)
- https://simplydepo.com/industry/b2b-sales-intelligence-tools (12 answers)
- https://techrepublic.com/article/best-b2b-database-providers (12 answers)
- https://gane.ai/index/gtm/sales/sales-intelligence-and-contact-data/smb (11 answers)
- https://blog.hubspot.com/sales/sales-intelligence-platform (9 answers)
- https://databar.ai/blog/article/best-sales-intelligence-tools-small-teams-2026 (9 answers)
- https://activatedscale.com/blog/lead-generation-database (8 answers)
- https://lemlist.com/blog/best-sales-intelligence-platforms (8 answers)

## Warned against

- ZoomInfo SalesOS: 57 of 64 labels negative. "Avoid ZoomInfo or Cognism unless you're scaling up—they're powerful but often too expensive or enterprise-oriented for small teams" (Grok 4.20, paraphrase prompt)
- Cognism: 18 of 48 labels negative. "What to Avoid - ZoomInfo and Cognism are powerful but typically built for larger enterprise teams" (Kimi K2, budget prompt)
- Seamless.AI: 9 of 17 labels negative. ""AI Scraper" Tools with Aggressive Billing (e.g., Seamless.ai) ... Why Small Businesses Should Be Cautious" (Gemini 3.5 Flash, negative prompt)
- Apollo.io: 8 of 77 labels negative. "Verdict: Avoid if you cannot afford to spend time manually cleaning the data before sending it to your CRM." (GLM 4.7 FlashX, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Apollo.io at 96%.

- Apollo.io: 87% to 96%, +9. Inside the floor by 2 points · rank 1 of 63, unchanged.
- Lusha: 8% to 4%, −4. Inside the floor by 7 points · rank 2 of 63, unchanged.
- Seamless.AI: 2% to 0%, −2. Inside the floor by 9 points · rank 4 → 61 of 63.
- ZoomInfo SalesOS: 2% to 0%, −2. Inside the floor by 9 points · rank 5 → 63 of 63.
- UpLead: 0% to 0%, ±0. Inside the floor by 11 points · rank 6 → 3 of 63.
- Hunter: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 → 4 of 63.
- LinkedIn Sales Navigator: 0% to 0%, ±0. Inside the floor by 11 points · rank 7 → 5 of 63.
- Cognism: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 6 of 63.
- Clay: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 8 of 63.
- 6sense Sales Intelligence: 0% to 0%, ±0. Inside the floor by 11 points · rank 55 → 62 of 63.

## 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.