# Sales engagement platforms for enterprise buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "sales engagement platform" and as "sales engagement tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/sales/sales-engagement/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/sales-engagement/enterprise/index.md

**Standing:** Outreach leads with 57% of first choices; verdict clear leader. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Outreach](https://www.gane.ai/index/gtm/vendors/outreach/index.md) | 57% | 18% | 76 |
| 2 | [Salesloft](https://www.gane.ai/index/gtm/vendors/salesloft/index.md) | 25% | 18% | 72 |
| 3 | [Salesforce Sales Engagement](https://www.gane.ai/index/gtm/vendors/salesforce-sales-engagement/index.md) | 11% | 10% | 30 |
| 4 | [HubSpot Sales Hub](https://www.gane.ai/index/gtm/vendors/hubspot-sales-hub/index.md) | 4% | 11% | 27 |
| 7 | [Gong Engage](https://www.gane.ai/index/gtm/vendors/gong-engage/index.md) | 0% | 17% | 18 |
| 8 | [Groove](https://www.gane.ai/index/gtm/vendors/groove/index.md) | 0% | 27% | 26 |
| 9 | [ZoomInfo Engage](https://www.gane.ai/index/gtm/vendors/zoominfo-engage/index.md) | 0% | 26% | 19 |
| 41 | [Apollo.io](https://www.gane.ai/index/gtm/vendors/apollo-io/index.md) | 0% | 49% | 37 |

Rank is by share of first choices among all 44 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: Outreach, Salesloft; alternatives Apollo.io, Groove, HubSpot Sales Hub, Microsoft Dynamics 365 Sales
- GPT-5.4 mini: Outreach; alternatives Salesloft
- Gemini 3.5 Flash: Outreach, Salesloft; alternatives Amplemarket, Gong Engage, Salesforce Sales Engagement
- Perplexity Sonar: Outreach; alternatives Salesloft, ZoomInfo Engage
- Grok 4.20: Outreach; alternatives Groove, Salesloft
- Mistral Small: Outreach, Salesloft; alternatives HubSpot Sales Hub, Revenue Grid, ZoomInfo Engage
- DeepSeek V4 Flash: Outreach, Salesloft; alternatives Apollo.io, Salesforce Sales Cloud, ZoomInfo Engage
- Llama 4 Maverick: Outreach; alternatives Kixie, Salesloft, ZoomInfo Engage
- Qwen 3.7 Flash: Outreach; alternatives Gong Engage, Groove, HubSpot Sales Hub, Salesloft
- Kimi K2: Outreach; alternatives Gong Engage, Salesloft
- GLM 4.7 FlashX: Outreach; alternatives Salesloft
- MiniMax M2.5: Outreach; alternatives Salesloft
- GPT-6 Luna: Outreach; alternatives Groove, Salesforce Sales Engagement, Salesloft
- Muse Glimmer 30B: Outreach, Salesforce Sales Cloud; alternatives Salesloft

## Sources the answers cite

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

- pipeline.zoominfo.com: 47 answers, 90 citations
- resources.rework.com: 35 answers, 43 citations
- blog.hubspot.com: 33 answers, 37 citations
- kixie.com: 29 answers, 29 citations
- salesforge.ai: 25 answers, 25 citations
- artisan.co: 24 answers, 27 citations
- g2.com: 22 answers, 38 citations
- cleverly.co: 21 answers, 21 citations

Pages named in the most answers:

- https://blog.hubspot.com/sales/sales-engagement (29 answers)
- https://kixie.com/sales-blog/best-sales-engagement-platforms (29 answers)
- https://pipeline.zoominfo.com/sales/sales-engagement-platforms (27 answers)
- https://pipeline.zoominfo.com/sales/sales-engagement-automation-platforms (21 answers)
- https://artisan.co/blog/the-best-sales-engagement-platforms (20 answers)
- https://cleverly.co/blog/sales-engagement-platforms (19 answers)
- https://learn.g2.com/best-sales-engagement-software (19 answers)
- https://resources.rework.com/tools/sales-engagement/best-sales-engagement-platforms-2026 (18 answers)
- https://avoma.com/blog/best-sales-engagement-platforms (17 answers)
- https://cloudtalk.io/blog/sales-engagement-platform (17 answers)

## Warned against

- Apollo.io: 18 of 37 labels negative. "For large enterprises, these tools may lack the scalability, security, and integration capabilities required at scale." (Mistral Small, negative prompt)
- Outreach: 14 of 76 labels negative. "Reports frequently cite frequent outages (some reports suggest 5–10 times per month) and slow performance during peak usage.... "overly complex" or "bloated"stable" (Qwen 3.7 Flash, negative prompt)
- Salesloft: 13 of 72 labels negative. "Enterprise adoption of Outreach or Salesloft requires dedicated RevOps resources to manage configuration, governance, and integration complexity." (Claude Haiku 4.5, negative prompt)
- Instantly: 6 of 9 labels negative. "SMB-First and "Cold-Email-First" Platforms (Avoid Entirely)* Examples: Instantly, Lemlist, Woodpecker, Mailshake, Salesforge, Mixmax." (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Outreach at 59%.

- Outreach: 42% to 59%, +17. Cleared the floor by 6 points · rank 1 of 44, unchanged.
- HubSpot Sales Hub: 10% to 4%, −6. Inside the floor by 5 points · rank 4 of 44, unchanged.
- Salesforce Sales Engagement: 10% to 8%, −2. Inside the floor by 9 points · rank 3 of 44, unchanged.
- Apollo.io: 2% to 0%, −2. Inside the floor by 9 points · rank 6 → 40 of 44.
- Salesloft: 27% to 27%, ±0. Inside the floor by 11 points · rank 2 of 44, unchanged.
- Groove: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 6 of 44.
- Gong Engage: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 → 7 of 44.
- ZoomInfo Engage: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 → 8 of 44.

## 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.