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

Gane Index, November 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/enterprise

**Standing:** Outreach leads with 52% of first choices; verdict clear leader. 62 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) | 52% | 22% | 72 |
| 2 | [Salesloft](https://www.gane.ai/index/gtm/vendors/salesloft/index.md) | 29% | 22% | 73 |
| 3 | [Salesforce Sales Engagement](https://www.gane.ai/index/gtm/vendors/salesforce-sales-engagement/index.md) | 6% | 11% | 28 |
| 5 | [HubSpot Sales Hub](https://www.gane.ai/index/gtm/vendors/hubspot-sales-hub/index.md) | 2% | 18% | 40 |
| 6 | [Apollo.io](https://www.gane.ai/index/gtm/vendors/apollo-io/index.md) | 2% | 43% | 47 |
| 11 | [Gong Engage](https://www.gane.ai/index/gtm/vendors/gong-engage/index.md) | 0% | 14% | 21 |
| 12 | [Salesforce Sales Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-sales-cloud/index.md) | 0% | 7% | 14 |
| 13 | [Groove](https://www.gane.ai/index/gtm/vendors/groove/index.md) | 0% | 14% | 21 |
| 24 | [Reply.io](https://www.gane.ai/index/gtm/vendors/reply-io/index.md) | 0% | 30% | 10 |

Rank is by share of first choices among all 64 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; alternatives Amplemarket, Salesloft, ZoomInfo SalesOS
- GPT-5.4 mini: Outreach; alternatives HubSpot Sales Hub, Salesloft
- Gemini 3.5 Flash: Outreach, Salesloft; alternatives Apollo.io, Gong Engage, Salesforce Sales Cloud Engagement, ZoomInfo SalesOS
- Perplexity Sonar: Outreach; alternatives Salesforce Sales Engagement, Salesloft, ZoomInfo SalesOS
- Grok 4.20: Outreach; alternatives Apollo.io, Salesforce Sales Cloud, Salesloft, ZoomInfo Engage
- Mistral Small: Outreach, Salesloft; alternatives HubSpot Sales Hub, Salesforce Sales Cloud
- DeepSeek V4 Flash: Outreach, Salesloft; alternatives Gong Engage, Salesforce Sales Engagement
- Llama 4 Maverick: Outreach; alternatives Amplemarket, Apollo.io, HubSpot Sales Hub, Klenty
- Qwen 3.7 Flash: Outreach, Salesloft; alternatives Seismic
- Kimi K2: Outreach, Salesloft; alternatives Gong Engage, Salesforce Agentforce, Salesforce Sales Cloud
- GLM 4.7 FlashX: Outreach, Salesloft; alternatives Salesforce Sales Cloud
- MiniMax M2.5: Outreach, Salesloft; alternatives HubSpot Sales Hub
- GPT-6 Luna: Outreach; alternatives Salesforce Sales Engagement, Salesloft
- Muse Glimmer 30B: Outreach; alternatives Salesloft

## 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:

- g2.com: 39 answers, 73 citations
- spotsaas.com: 30 answers, 30 citations
- outreach.ai: 28 answers, 37 citations
- resources.rework.com: 21 answers, 23 citations
- apollo.io: 17 answers, 29 citations
- mixmax.com: 17 answers, 17 citations
- salesloft.com: 15 answers, 16 citations
- cirrusinsight.com: 15 answers, 15 citations

Pages named in the most answers:

- https://spotsaas.com/blog/best-sales-engagement-platforms (29 answers)
- https://g2.com/categories/sales-engagement (16 answers)
- https://mixmax.com/blog/best-sales-engagement-platforms (16 answers)
- https://g2.com/categories/sales-engagement/enterprise (13 answers)
- https://cirrusinsight.com/blog/sales-engagement-platforms (12 answers)
- https://resources.rework.com/guides/choosing-software/how-to-choose-sales-engagement-for-enterprise (12 answers)
- https://apollo.io/insights/what-admin-and-governance-features-should-i-require-from-a-sales-engagement-platform (11 answers)
- https://gane.ai/index/gtm/sales/sales-engagement/enterprise (11 answers)
- https://quotavine.com/posts/enterprise-engagement-buyers (10 answers)
- https://artisan.co/blog/the-best-sales-engagement-platforms (10 answers)

## Warned against

- Apollo.io: 20 of 47 labels negative. "Who should avoid: Financial services, healthcare, highly regulated industries, and any enterprise with strict data governance" (DeepSeek V4 Flash, negative prompt)
- Salesloft: 16 of 73 labels negative. "Salesloft - weak native outbound infrastructure, and requires dedicated RevOps resources" (Llama 4 Maverick, negative prompt)
- Outreach: 16 of 72 labels negative. "Avoid: Quote-only platforms (Outreach, Salesloft/Clari) for thousands of users" (Kimi K2, budget prompt)
- Lemlist: 6 of 7 labels negative. "No SOC 2 or ISO 27001 certification (as of recent audits). For large enterprises, this is a dealbreaker in procurement." (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Outreach at 52%.

- Outreach: 57% to 52%, −5. Inside the floor by 6 points · rank 1 of 64, unchanged.
- Salesforce Sales Engagement: 11% to 6%, −5. Inside the floor by 6 points · rank 3 of 64, unchanged.
- Salesloft: 25% to 29%, +4. Inside the floor by 7 points · rank 2 of 64, unchanged.
- HubSpot Sales Hub: 4% to 2%, −2. Inside the floor by 9 points · rank 4 → 5 of 64.
- Apollo.io: 0% to 2%, +2. Inside the floor by 9 points · rank 41 → 6 of 64.
- Salesforce Sales Cloud: 2% to 0%, −2. Inside the floor by 9 points · rank 5 → 12 of 64.
- Gong Engage: 0% to 0%, ±0. Inside the floor by 11 points · rank 7 → 11 of 64.
- Groove: 0% to 0%, ±0. Inside the floor by 11 points · rank 8 → 13 of 64.
- ZoomInfo Engage: 0% to 0%, ±0. Inside the floor by 11 points · rank 9 → 15 of 64.
- Reply.io: 0% to 0%, ±0. Inside the floor by 11 points · rank 42 → 24 of 64.

## 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.