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

**Standing:** SparkToro leads with 54% of first choices; verdict clear leader. 54 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) | 54% | 0% | 40 |
| 2 | [SurveyMonkey](https://www.gane.ai/index/gtm/vendors/surveymonkey/index.md) | 6% | 10% | 29 |
| 3 | [Apollo.io](https://www.gane.ai/index/gtm/vendors/apollo-io/index.md) | 6% | 0% | 13 |
| 5 | [Google Analytics 4](https://www.gane.ai/index/gtm/vendors/google-analytics-4/index.md) | 4% | 0% | 26 |
| 6 | [LinkedIn Sales Navigator](https://www.gane.ai/index/gtm/vendors/linkedin-sales-navigator/index.md) | 4% | 8% | 13 |
| 7 | [Delve AI](https://www.gane.ai/index/gtm/vendors/delve-ai/index.md) | 4% | 0% | 11 |
| 8 | [Audiense](https://www.gane.ai/index/gtm/vendors/audiense/index.md) | 2% | 13% | 15 |
| 9 | [Attest](https://www.gane.ai/index/gtm/vendors/attest/index.md) | 2% | 14% | 14 |
| 13 | [GWI](https://www.gane.ai/index/gtm/vendors/gwi/index.md) | 2% | 38% | 37 |
| 18 | [Google Trends](https://www.gane.ai/index/gtm/vendors/google-trends/index.md) | 0% | 0% | 15 |
| 19 | [Hotjar](https://www.gane.ai/index/gtm/vendors/hotjar/index.md) | 0% | 7% | 15 |
| 20 | [Pollfish](https://www.gane.ai/index/gtm/vendors/pollfish/index.md) | 0% | 13% | 15 |

Rank is by share of first choices among all 199 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 AdRoll ABM, Hotjar, HubSpot Marketing Hub, Mixpanel
- GPT-5.4 mini: Apollo.io; alternatives 6sense, Bombora, LinkedIn Sales Navigator
- Gemini 3.5 Flash: Apollo.io, SparkToro; alternatives Dealfront, LinkedIn Website Demographics, Snitcher, Wynter
- Perplexity Sonar: SparkToro; alternatives Audiense, Bombora, Google Analytics 4
- Grok 4.20: Wynter; alternatives Delve.ai, GWI, ValidateMySaaS, ZoomInfo
- Mistral Small: Delve AI, SparkToro; alternatives ValidateMySaaS
- DeepSeek V4 Flash: SparkToro; alternatives Apollo.io, Delve AI, Google Analytics 4, LinkedIn Sales Navigator
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: SparkToro; alternatives Delve AI, GWI, LinkedIn Sales Navigator
- Kimi K2: SparkToro; alternatives Apollo.io, LinkedIn Sales Navigator
- GLM 4.7 FlashX: DemandSense, HubSpot Marketing Hub; alternatives Meltwater, ValidateMySaaS
- MiniMax M2.5: Apollo.io; alternatives HubSpot Breeze Intelligence, LinkedIn Sales Navigator
- GPT-6 Luna: SparkToro; alternatives LinkedIn Sales Navigator
- Muse Glimmer 30B: SparkToro; alternatives Apollo.io, Audiense, Factors.ai, Google Analytics 4

## Sources the answers cite

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

- g2.com: 50 answers, 89 citations
- britopian.com: 18 answers, 18 citations
- validatemysaas.com: 15 answers, 15 citations
- learn.g2.com: 14 answers, 17 citations
- gane.ai/index: 14 answers, 14 citations
- guideflow.com: 14 answers, 14 citations
- sparktoro.com: 12 answers, 22 citations
- sourceforge.net: 12 answers, 14 citations

Pages named in the most answers:

- https://g2.com/categories/audience-intelligence-platforms/small-business (20 answers)
- https://g2.com/categories/consumer-insights-platforms/small-business (20 answers)
- https://britopian.com/wp-content/uploads/2025/04/Top-10-Audience-Intelligence-Platforms.pdf (16 answers)
- https://validatemysaas.com/posts/audience-research-tools (15 answers)
- https://gane.ai/index/gtm/marketing/audience-and-consumer-insights/smb (14 answers)
- https://learn.g2.com/best-audience-intelligence-platforms (13 answers)
- https://rankite.com/blog/best-audience-intelligence-platforms (11 answers)
- https://pipedrive.com/en/blog/b2b-market-research (10 answers)
- https://guideflow.com/blog/consumer-insights-platforms (9 answers)
- https://sparktoro.com/pricing (9 answers)

## Warned against

- Brandwatch Consumer Intelligence: 24 of 30 labels negative. "Enterprise‑level platforms like Brandwatch, Meltwater, and full‑service agencies are often overkill and cost‑prohibitive" (GLM 4.7 FlashX, negative prompt)
- GWI: 14 of 37 labels negative. "GWI and YouGov rely on massive national and global consumer panels ... sample sizes for these platforms are usually too small to be accurate" (Muse Glimmer 30B, negative prompt)
- Meltwater: 13 of 18 labels negative. "Often requires significant setup, data‑science resources, and integration work that small businesses rarely have the bandwidth for" (GLM 4.7 FlashX, negative prompt)
- Qualtrics: 12 of 16 labels negative. "Small businesses should skip enterprise‑grade audience‑intelligence and market‑research platforms (Brandwatch, Qualtrics, GWI, Resonate, Nielsen, Statista Premium, Quantilope, Outset)" (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: SparkToro at 54%.

- SparkToro: 24% to 54%, +30. Cleared the floor by 19 points · rank 1 of 199, unchanged.
- GWI: 10% to 2%, −8. Inside the floor by 3 points · rank 3 → 13 of 199.
- Delve AI: 10% to 4%, −6. Inside the floor by 5 points · rank 2 → 7 of 199.
- Google Analytics 4: 8% to 4%, −4. Inside the floor by 7 points · rank 4 → 5 of 199.
- Awario: 3% to 0%, −3. Inside the floor by 8 points · rank 8 → 28 of 199.
- Audiense: 0% to 2%, +2. Inside the floor by 9 points · rank 26 → 8 of 199.
- Attest: 0% to 2%, +2. Inside the floor by 9 points · rank 28 → 9 of 199.
- Google Trends: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 18 of 199.
- Pollfish: 2% to 0%, −2. Inside the floor by 9 points · rank 13 → 20 of 199.
- Typeform: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 21 of 199.
- SurveyMonkey: 5% to 6%, +1. Inside the floor by 10 points · rank 6 → 2 of 199.
- Apollo.io: 7% to 6%, −1. Inside the floor by 10 points · rank 5 → 3 of 199.

## 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.