Two of fourteen models named SparkToro first on the direct prompt; zero named Qualtrics. SparkToro was named by thirteen of the fourteen models and Qualtrics by eleven and SparkToro carries 29 labels and Qualtrics 13, so the shares are not directly comparable.
Named in three categories this edition.
Provo, United States, founded 2002. Named in six categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the audience and consumer insights platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid: Enterprise tools like Qualtrics unless you have dedicated research staff—they're often overkill and overpriced” Kimi K2 · paraphrase prompt · hard negative
“Rather than recommending a single, bloated enterprise platform like Qualtrics (which can easily eat up $50k+ of your budget)” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Move to Qualtrics only if you have the resources to run continuous, statistically rigorous experience research internally.” Muse Glimmer 30B · paraphrase prompt · soft negative
“I'd recommend Qualtrics as the strongest all-around consumer insights and audience research platform.” GPT-5.4 mini · paraphrase prompt · first choice
“Choose Qualtrics if you need structured, enterprise-grade feedback collection and CX management.” DeepSeek V4 Flash · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.