# Audience and consumer insights platforms: 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 a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/marketing/audience-and-consumer-insights/2026-11

**Standing:** SparkToro leads with 33% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [SparkToro](https://www.gane.ai/index/gtm/vendors/sparktoro/index.md) | 33% | 0% | 33 |
| 2 | [GWI](https://www.gane.ai/index/gtm/vendors/gwi/index.md) | 10% | 19% | 42 |
| 3 | [Audiense](https://www.gane.ai/index/gtm/vendors/audiense/index.md) | 8% | 11% | 27 |
| 4 | [Google Analytics 4](https://www.gane.ai/index/gtm/vendors/google-analytics-4/index.md) | 6% | 0% | 11 |
| 6 | [6sense](https://www.gane.ai/index/gtm/vendors/6sense/index.md) | 6% | 17% | 12 |
| 14 | [SurveyMonkey](https://www.gane.ai/index/gtm/vendors/surveymonkey/index.md) | 2% | 25% | 12 |
| 22 | [Meltwater](https://www.gane.ai/index/gtm/vendors/meltwater/index.md) | 0% | 14% | 21 |
| 23 | [Brandwatch Consumer Intelligence](https://www.gane.ai/index/gtm/vendors/brandwatch-consumer-intelligence/index.md) | 0% | 25% | 36 |
| 24 | [YouGov Profiles](https://www.gane.ai/index/gtm/vendors/yougov-profiles/index.md) | 0% | 7% | 14 |
| 32 | [Qualtrics](https://www.gane.ai/index/gtm/vendors/qualtrics/index.md) | 0% | 33% | 27 |
| 45 | [Resonate](https://www.gane.ai/index/gtm/vendors/resonate/index.md) | 0% | 27% | 11 |
| 119 | [Sprinklr Insights](https://www.gane.ai/index/gtm/vendors/sprinklr-insights/index.md) | 0% | 33% | 12 |

Rank is by share of first choices among all 198 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: LinkedIn Analytics; alternatives Bombora, Factors.ai, GWI, HG Insights
- GPT-5.4 mini: 6sense; alternatives Brandwatch Consumer Intelligence, GWI, Meltwater
- Gemini 3.5 Flash: Apollo.io, SparkToro; alternatives 6sense, Bombora, Factors.ai, Koala
- Perplexity Sonar: 6sense; alternatives Bombora, ZoomInfo
- Grok 4.20: GWI; alternatives Audiense, Cognism, HG Insights, Resonate
- Mistral Small: Audiense, ReachStream; alternatives Wynter
- DeepSeek V4 Flash: GWI; alternatives 6sense, Apollo.io, Brandwatch Consumer Intelligence, Meltwater
- Llama 4 Maverick: Audiense
- Qwen 3.7 Flash: Audiense; alternatives CleverX, ReachStream, SparkToro, Wynter
- Kimi K2: 6sense; alternatives Apollo.io, Demandbase, ZoomInfo
- GLM 4.7 FlashX: AdRoll ABM; alternatives Apollo.io, Bombora, Cognism, G2 Buyer Intent
- MiniMax M2.5: Apollo.io; alternatives LinkedIn Sales Navigator, ZoomInfo
- GPT-6 Luna: Wynter; alternatives AdRoll ABM, SparkToro
- Muse Glimmer 30B: SparkToro; alternatives Audiense, Brandwatch Consumer Intelligence, GWI, ReachStream

## Sources the answers cite

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

- g2.com: 30 answers, 68 citations
- sourceforge.net: 21 answers, 27 citations
- britopian.com: 21 answers, 22 citations
- hellocustomer.com: 16 answers, 16 citations
- meltwater.com: 15 answers, 16 citations
- learn.g2.com: 13 answers, 18 citations
- cleverx.com: 12 answers, 16 citations
- pulsarplatform.com: 12 answers, 13 citations

Pages named in the most answers:

- https://britopian.com/wp-content/uploads/2025/04/Top-10-Audience-Intelligence-Platforms.pdf (20 answers)
- https://hellocustomer.com/en/blog/10-best-consumer-insights-platforms (16 answers)
- https://sourceforge.net/software/audience-intelligence/for-mid-size-business (12 answers)
- https://g2.com/categories/consumer-insights-platforms (11 answers)
- https://learn.g2.com/best-audience-intelligence-platforms (10 answers)
- https://meltwater.com/en/blog/top-consumer-insights-tools-companies (10 answers)
- https://pulsarplatform.com/guides/best-audience-analysis-tools-2026 (10 answers)
- https://quid.com/knowledge-hub/resource-library/blog/the-top-platforms-for-market-trends-consumer-insights (10 answers)
- https://resources.reachstream.com/b2b-data-platforms-for-mid-market (10 answers)
- https://scoreapp.com/best-b2b-market-research-tools (9 answers)

## Warned against

- Brandwatch Consumer Intelligence: 9 of 36 labels negative. "Has a 70% negative rate and is flagged as an enterprise-grade platform that may not suit smaller organizations." (Mistral Small, negative prompt)
- GWI: 8 of 42 labels negative. "Users report issues with data inaccuracy and limited data for certain regions" (Mistral Small, negative prompt)
- Qualtrics: 9 of 27 labels negative. "Criticized for being designed for large organizations with dedicated research teams, making it impractical for small businesses." (Mistral Small, negative prompt)
- Nielsen One: 4 of 9 labels negative. "can be expensive and overpowered if you need only basic surveys, web analytics, or customer feedback" (Perplexity Sonar, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: SparkToro at 33%.

- SparkToro: 19% to 33%, +14. Cleared the floor by 3 points · rank 1 of 198, unchanged.
- ZoomInfo: 9% to 0%, −9. Inside the floor by 2 points · rank 4 → 25 of 198.
- Audiense: 0% to 8%, +8. Inside the floor by 3 points · rank 22 → 3 of 198.
- GWI: 13% to 10%, −3. Inside the floor by 8 points · rank 2 of 198, unchanged.
- 6sense: 4% to 6%, +2. Inside the floor by 9 points · rank 7 → 6 of 198.
- SurveyMonkey: 0% to 2%, +2. Inside the floor by 9 points · rank 124 → 14 of 198.
- Qualtrics: 2% to 0%, −2. Inside the floor by 9 points · rank 19 → 32 of 198.
- Google Analytics 4: 7% to 6%, −1. Inside the floor by 10 points · rank 5 → 4 of 198.
- Meltwater: 0% to 0%, ±0. Inside the floor by 11 points · rank 25 → 22 of 198.
- Brandwatch Consumer Intelligence: 0% to 0%, ±0. Inside the floor by 11 points · rank 23 of 198, unchanged.
- YouGov Profiles: 0% to 0%, ±0. Inside the floor by 11 points · rank 21 → 24 of 198.
- Resonate: 0% to 0%, ±0. Inside the floor by 11 points · rank 38 → 45 of 198.

## 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.