# Sales engagement platforms: 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 a mid-market B2B company. Page: https://www.gane.ai/index/gtm/sales/sales-engagement

**Standing:** Salesloft leads with 37% of first choices; verdict contested. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Salesloft](https://www.gane.ai/index/gtm/vendors/salesloft/index.md) | 37% | 30% | 67 |
| 2 | [Apollo.io](https://www.gane.ai/index/gtm/vendors/apollo-io/index.md) | 30% | 8% | 66 |
| 3 | [HubSpot Sales Hub](https://www.gane.ai/index/gtm/vendors/hubspot-sales-hub/index.md) | 17% | 8% | 60 |
| 4 | [Outreach](https://www.gane.ai/index/gtm/vendors/outreach/index.md) | 9% | 33% | 61 |
| 9 | [Reply.io](https://www.gane.ai/index/gtm/vendors/reply-io/index.md) | 0% | 5% | 21 |
| 10 | [Klenty](https://www.gane.ai/index/gtm/vendors/klenty/index.md) | 0% | 0% | 15 |
| 11 | [Mixmax](https://www.gane.ai/index/gtm/vendors/mixmax/index.md) | 0% | 7% | 15 |
| 12 | [Lemlist](https://www.gane.ai/index/gtm/vendors/lemlist/index.md) | 0% | 7% | 15 |
| 13 | [Gong Engage](https://www.gane.ai/index/gtm/vendors/gong-engage/index.md) | 0% | 10% | 10 |
| 14 | [Groove](https://www.gane.ai/index/gtm/vendors/groove/index.md) | 0% | 8% | 12 |
| 17 | [Instantly](https://www.gane.ai/index/gtm/vendors/instantly/index.md) | 0% | 20% | 10 |
| 47 | [Salesforce Sales Engagement](https://www.gane.ai/index/gtm/vendors/salesforce-sales-engagement/index.md) | 0% | 45% | 11 |

Rank is by share of first choices among all 60 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, HubSpot Sales Hub; alternatives Amplemarket
- GPT-5.4 mini: Salesloft; alternatives Apollo.io, HubSpot Sales Hub, Outreach
- Gemini 3.5 Flash: Salesloft; alternatives Apollo.io, Gong Engage, HubSpot Sales Hub, Outreach
- Perplexity Sonar: Outreach; alternatives Apollo.io, HubSpot Sales Hub, Klenty, Salesloft
- Grok 4.20: Apollo.io; alternatives HubSpot Sales Hub, Outreach, Salesloft
- Mistral Small: Salesloft; alternatives Apollo.io, HubSpot Sales Hub, Kixie, Outreach
- DeepSeek V4 Flash: Apollo.io; alternatives HubSpot Sales Hub, Salesloft
- Llama 4 Maverick: Apollo.io, Outreach, Salesloft
- Qwen 3.7 Flash: Salesloft; alternatives HubSpot Sales Hub, Outreach
- Kimi K2: Apollo.io, Salesloft; alternatives HubSpot Sales Hub
- GLM 4.7 FlashX: Salesloft; alternatives Apollo.io, Kixie, Mixmax
- MiniMax M2.5: Salesloft; alternatives HubSpot Sales Hub, Outreach
- GPT-6 Luna: Salesloft; alternatives Apollo.io, HubSpot Sales Hub, Outreach
- Muse Glimmer 30B: Outreach, Salesloft; alternatives Apollo.io, HubSpot Sales Hub

## Sources the answers cite

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

- g2.com: 30 answers, 63 citations
- softwareadvice.com: 24 answers, 29 citations
- blog.hubspot.com: 20 answers, 22 citations
- spotsaas.com: 18 answers, 19 citations
- cal.com: 16 answers, 16 citations
- capterra.com: 13 answers, 22 citations
- apollo.io: 13 answers, 19 citations
- outreach.ai: 13 answers, 15 citations

Pages named in the most answers:

- https://softwareadvice.com/crm/sales-engagement-comparison (18 answers)
- https://g2.com/categories/sales-engagement (17 answers)
- https://blog.hubspot.com/sales/sales-engagement (16 answers)
- https://cal.com/blog/best-sales-engagement-platforms (16 answers)
- https://spotsaas.com/blog/best-sales-engagement-platforms (15 answers)
- https://cirrusinsight.com/blog/sales-engagement-platforms (12 answers)
- https://outreach.ai/resources/blog/best-sales-engagement-platforms (11 answers)
- https://cloudratings.com/sales-engagement-platform-software (10 answers)
- https://growthtechspotlight.com/directory/sales-engagement/for-mid-market (10 answers)
- https://softwareworld.co/sales-engagement-platform-software (10 answers)

## Warned against

- Salesloft: 20 of 67 labels negative. "The platform has been called out for both operational and security concerns... Salesloft Drift breach in August 2025 is widely cited as an example of third-party SaaS risk" (Muse Glimmer 30B, negative prompt)
- Outreach: 20 of 61 labels negative. "Avoid heavy enterprise tools like Outreach, Salesloft, or LinkedIn Sales Navigator add-ons" (Qwen 3.7 Flash, budget prompt)
- HubSpot Sales Hub: 5 of 60 labels negative. "Avoid HubSpot Sales Hub if you're scaling beyond a few users" (GLM 4.7 FlashX, negative prompt)
- Apollo.io: 5 of 66 labels negative. "Apollo or other data-inclusive platforms without checking data quality: Bundled contact data is convenient, but verify accuracy" (Perplexity Sonar, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Apollo.io (35%) to Salesloft (37%). Margin 7 points, within noise.

- Salesloft: 25% to 37%, +12. Cleared the floor by 1 point · rank 2 → 1 of 60.
- Apollo.io: 35% to 30%, −5. Inside the floor by 6 points · rank 1 → 2 of 60.
- HubSpot Sales Hub: 20% to 17%, −3. Inside the floor by 8 points · rank 3 of 60, unchanged.
- Instantly: 2% to 0%, −2. Inside the floor by 9 points · rank 5 → 17 of 60.
- Outreach: 9% to 9%, ±0. Inside the floor by 11 points · rank 4 of 60, unchanged.
- Reply.io: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 → 9 of 60.
- Klenty: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 10 of 60.
- Mixmax: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 11 of 60.
- Lemlist: 0% to 0%, ±0. Inside the floor by 11 points · rank 55 → 12 of 60.
- Gong Engage: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 → 13 of 60.
- Groove: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 14 of 60.
- Salesforce Sales Engagement: 0% to 0%, ±0. Inside the floor by 11 points · rank 60 → 47 of 60.

## 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.