# SparkToro vs GWI: which do AI models recommend for audience insights, October 2026

GTM AI Recommendation Index, October 2026 Edition, Audience and consumer insights platforms. Two of fourteen models named SparkToro first on the direct prompt; one named GWI. Page: https://gtm-ai-index.com/marketing/audience-and-consumer-insights/sparktoro-vs-gwi/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| SparkToro | 19% | #1 of 11 | 0% | 29 | 13 of 14 |
| GWI | 13% | #2 of 11 | 13% | 39 | 14 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: sparktoro first (first choices: GWI Work, SparkToro) (alternatives: 6sense, Apollo.io, Audiense, Cognism, Koala, Wynter)
- GPT-6 Luna: sparktoro first (first choices: SparkToro) (alternatives: 6sense, LinkedIn Sales Navigator)
- Llama 4 Maverick: gwi first (first choices: GWI) (alternatives: Adobe Real-Time CDP, HubSpot Marketing Hub, Mediatoolkit, Omna)
- Perplexity Sonar: neither first, one named (first choices: ZoomInfo) (alternatives: AdRoll ABM, GWI)
- Grok 4.1 Fast: neither first, one named (first choices: ZoomInfo) (alternatives: 6sense, Demandbase, GWI, HubSpot Breeze Intelligence)
- DeepSeek V4 Flash: neither first, one named (first choices: 6sense) (alternatives: Audiense, Demandbase, GWI, SparkToro, ZoomInfo)
- Qwen 3.7 Flash: neither first, one named (first choices: ZoomInfo) (alternatives: 6sense, Brandwatch Consumer Intelligence, FactorAI, Meltwater, SparkToro)
- Claude Haiku 4.5: neither named (first choices: HubSpot Marketing Hub, LinkedIn Analytics) (alternatives: 6sense, AdRoll ABM, Bombora)
- GPT-5.4 mini: neither named (first choices: 6sense) (alternatives: DemandScience, ZoomInfo)
- Mistral Small: neither named (first choices: ZoomInfo) (alternatives: Bombora, Demandbase, HubSpot Marketing Hub)
- Kimi K2: neither named (first choices: Apollo.io) (alternatives: 6sense, HubSpot, HubSpot Breeze Intelligence, LinkedIn Sales Navigator)
- GLM 4.7 FlashX: neither named (first choices: ZoomInfo) (alternatives: 6sense, Apollo.io, LinkedIn Sales Navigator)
- MiniMax M2.5: neither named (first choices: Global Web Index) (alternatives: Demandbase, HubSpot Marketing Hub, Talkwalker, ZoomInfo)
- Muse Glimmer 30B: neither named (first choices: HubSpot Marketing Hub) (alternatives: Bombora, Dealfront, Factors.ai, HubSpot Breeze Intelligence)

## What the models said about SparkToro

- "Choose SparkToro if: You want a fast, highly intuitive tool to find what websites, podcasts, and social accounts your target audience pays attention to." (Gemini 3.5 Flash, scale prompt, first choice)
- "Best for Strategic Audience Research: SparkToro ... widely considered the industry standard for this specific niche" (Qwen 3.7 Flash, budget prompt, first choice)
- "Choose SparkToro if you want to know what channels, podcasts, and media to invest in for your next marketing campaign." (Gemini 3.5 Flash, paraphrase prompt, first choice)

## What the models said about GWI

- "frequent complaints about data inaccuracy, biased results, poor filtering/search, and limited regional coverage" (Grok 4.1 Fast, negative prompt, hard negative)
- "enterprise-level audience intelligence tools (like GWI, Meltwater, or Brandwatch) are often out of reach, as they can cost tens of thousands of dollars annually" (Gemini 3.5 Flash, budget prompt, soft negative)
- "Users highlight the inaccuracy of GWI's data, which often requires custom studies and leads to biased results." (Muse Glimmer 30B, negative prompt, soft negative)
- "GWI is the best pick for teams that need shared, repeatable audience definitions across planning, measurement and cross-channel reporting." (Muse Glimmer 30B, comparative prompt, first choice)
- "the most practical mid-market fit right now is a syndicated panel + fast custom polling combo, with GWI as the core profiling layer." (Muse Glimmer 30B, paraphrase prompt, first choice)
- "Choose GWI or YouGov if you need deep audience profiling, psychographics, and attitudinal data" (DeepSeek V4 Flash, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.