# Audience and consumer insights platforms for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "audience insights platform" and as "consumer insights and audience research tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/marketing/audience-and-consumer-insights/2026-11/enterprise

**Standing:** GWI leads with 32% of first choices; verdict contested. 50 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [GWI](https://www.gane.ai/index/gtm/vendors/gwi/index.md) | 32% | 18% | 56 |
| 2 | [Qualtrics](https://www.gane.ai/index/gtm/vendors/qualtrics/index.md) | 16% | 21% | 33 |
| 3 | [6sense](https://www.gane.ai/index/gtm/vendors/6sense/index.md) | 14% | 6% | 17 |
| 4 | [Demandbase](https://www.gane.ai/index/gtm/vendors/demandbase/index.md) | 10% | 4% | 23 |
| 5 | [Attest](https://www.gane.ai/index/gtm/vendors/attest/index.md) | 6% | 10% | 10 |
| 6 | [Adobe Real-Time CDP](https://www.gane.ai/index/gtm/vendors/adobe-real-time-cdp/index.md) | 2% | 14% | 28 |
| 7 | [Audiense](https://www.gane.ai/index/gtm/vendors/audiense/index.md) | 2% | 11% | 18 |
| 8 | [YouGov Profiles](https://www.gane.ai/index/gtm/vendors/yougov-profiles/index.md) | 2% | 7% | 14 |
| 17 | [Brandwatch Consumer Intelligence](https://www.gane.ai/index/gtm/vendors/brandwatch-consumer-intelligence/index.md) | 0% | 16% | 31 |
| 18 | [Meltwater](https://www.gane.ai/index/gtm/vendors/meltwater/index.md) | 0% | 0% | 17 |
| 19 | [Pulsar Platform](https://www.gane.ai/index/gtm/vendors/pulsar-platform/index.md) | 0% | 6% | 17 |
| 20 | [Adobe Analytics](https://www.gane.ai/index/gtm/vendors/adobe-analytics/index.md) | 0% | 14% | 14 |

Rank is by share of first choices among all 145 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: 6sense; alternatives Adobe Analytics, Adobe Real-Time CDP, Brandwatch Consumer Intelligence, Demandbase
- GPT-5.4 mini: GWI; alternatives Adobe Real-Time CDP, Demandbase
- Gemini 3.5 Flash: 6sense Revenue AI, Demandbase; alternatives Bombora, CleverX, NewtonX, Qualtrics Enterprise Research Suite
- Perplexity Sonar: Demandbase; alternatives 6sense, Adobe Real-Time CDP, Bombora, GWI
- Grok 4.20: 6sense; alternatives Bombora, Demandbase, G2 Buyer Intent, ZoomInfo
- Mistral Small: Adobe Real-Time CDP, GWI; alternatives CleverX, Demandbase, Qualtrics, Salesforce Data Cloud
- DeepSeek V4 Flash: 6sense; alternatives Demandbase, GWI, ZoomInfo
- Llama 4 Maverick: GWI; alternatives Adobe Analytics, Adobe Real-Time CDP
- Qwen 3.7 Flash: Wynter; alternatives 6sense, Bombora, GWI, Qualtrics
- Kimi K2: 6sense, Demandbase; alternatives Bombora, GWI, Pulsar Platform
- GLM 4.7 FlashX: 6sense; alternatives Adobe Real-Time CDP, Demandbase, Nielsen One, Pulsar Platform
- MiniMax M2.5: 6sense, HG Insights; alternatives Demandbase, Intentsify, ZoomInfo
- GPT-6 Luna: Demandbase; alternatives 6sense
- Muse Glimmer 30B: 6sense, Demandbase; alternatives Adobe Analytics, Adobe Real-Time CDP, Audiense, Bombora

## Sources the answers cite

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

- g2.com: 48 answers, 92 citations
- pulsarplatform.com: 30 answers, 32 citations
- listenlabs.com: 29 answers, 53 citations
- learn.g2.com: 29 answers, 42 citations
- gwi.com: 18 answers, 41 citations
- meltwater.com: 16 answers, 17 citations
- gane.ai/index: 15 answers, 38 citations
- trustradius.com: 14 answers, 16 citations

Pages named in the most answers:

- https://pulsarplatform.com/guides/best-audience-analysis-tools-2026 (26 answers)
- https://learn.g2.com/best-audience-intelligence-platforms-for-enterprises (20 answers)
- https://g2.com/categories/audience-intelligence-platforms (17 answers)
- https://listenlabs.com/articles/enterprise-consumer-insights-tools-2026 (14 answers)
- https://meltwater.com/en/blog/top-consumer-insights-tools-companies (14 answers)
- https://britopian.com/wp-content/uploads/2025/04/Top-10-Audience-Intelligence-Platforms.pdf (13 answers)
- https://g2.com/categories/consumer-insights-platforms/enterprise (13 answers)
- https://gane.ai/index/gtm/marketing/audience-and-consumer-insights/enterprise (13 answers)
- https://learn.g2.com/best-audience-intelligence-platforms (13 answers)
- https://g2.com/categories/audience-intelligence-platforms/enterprise (10 answers)

## Warned against

- GWI: 10 of 56 labels negative. "Large enterprises should avoid or approach with caution platforms like GWI (due to data inaccuracy and regional limitation)" (Muse Glimmer 30B, negative prompt)
- Qualtrics: 7 of 33 labels negative. "Avoid: Enterprise tools like Qualtrics unless you have dedicated research staff—they're often overkill and overpriced" (Muse Glimmer 30B, negative prompt)
- SurveyMonkey: 5 of 12 labels negative. "G2 reviews criticize SurveyMonkey as expensive for limited features in enterprise contexts, with fragmented workflows. Avoid for high-stakes decisions" (Grok 4.20, negative prompt)
- Nielsen One: 5 of 15 labels negative. "Avoid using low-cost, commodity panel providers (often sold via resellers like Nielsen or Ipsos but accessed through third-party brokers)" (Qwen 3.7 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: GWI at 32%.

- GWI: 22% to 32%, +10. Inside the floor by 1 point · rank 1 of 145, unchanged.
- Attest: 0% to 6%, +6. Inside the floor by 5 points · rank 47 → 5 of 145.
- 6sense: 9% to 14%, +5. Inside the floor by 6 points · rank 4 → 3 of 145.
- Adobe Real-Time CDP: 7% to 2%, −5. Inside the floor by 6 points · rank 5 → 6 of 145.
- ZoomInfo: 4% to 0%, −4. Inside the floor by 7 points · rank 6 → 24 of 145.
- Qualtrics: 19% to 16%, −3. Inside the floor by 8 points · rank 2 of 145, unchanged.
- Audiense: 4% to 2%, −2. Inside the floor by 9 points · rank 7 of 145, unchanged.
- YouGov Profiles: 0% to 2%, +2. Inside the floor by 9 points · rank 22 → 8 of 145.
- Pulsar Platform: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 19 of 145.
- Adobe Analytics: 2% to 0%, −2. Inside the floor by 9 points · rank 9 → 20 of 145.
- Sprinklr Insights: 2% to 0%, −2. Inside the floor by 9 points · rank 13 → 80 of 145.
- Demandbase: 9% to 10%, +1. Inside the floor by 10 points · rank 3 → 4 of 145.

## 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.