SparkToro vs GWI
Two of fourteen models named SparkToro first on the direct prompt; two named GWI. SparkToro was named by thirteen of the fourteen models and GWI by fourteen and SparkToro carries 33 labels and GWI 42, so the shares are not directly comparable.
Named in three categories this edition.
Named in two 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.
By framing
SparkToroFirst choices, of fourteen modelsGWI
Across every category in the November 2026 Edition, SparkToro and GWI were named in the same answer thirty-six times, of the 88 answers naming SparkToro and the 143 naming GWI. In those answers GWI took the first choice four times and SparkToro twenty-one.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | ||
| 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 | | | | |
SparkToro GWI first choice named as an alternative argued againstblank: not namedEach cell is one answer, SparkToro on the left and GWI on the right.The direct prompt
SparkToro first, GWI an alternative
2 of 14 modelsGWI was named in the answer but not as the choice, or not at all.GWI first, SparkToro not the choice
2 of 14 modelsSparkToro was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
SparkToro54%#1 of 18GWI2%#9 of 18SparkToro33%#1 of 12GWI10%#2 of 12GWI32%#1 of 16SparkToro0%#– of 16What the models said about SparkToro
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“a combination of SparkToro (for ongoing content/channel insights) paired with Wynter (for messaging validation) offers the highest ROI-to-cost ratio” Gemini 3.5 Flash · paraphrase prompt · first choice
“SparkToro is my top recommendation for a mid-sized B2B company looking for a consumer insights and audience research tool.” Grok 4.20 · paraphrase prompt · first choice
“consider platforms with lower negative ratings and more transparent data sources, such as SparkToro or Delve AI” Mistral Small · negative prompt · first choice
What the models said about GWI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Users report issues with data inaccuracy and limited data for certain regions” Mistral Small · negative prompt · hard negative
“Avoid enterprise platforms such as GWI, Brandwatch, and Audiense” Perplexity Sonar · budget prompt · hard negative
“Generally well-rated (4.4/5 on G2 for usability and data volume), but as a survey/social hybrid, it's not immune to broader industry quality erosion.” Grok 4.20 · negative prompt · soft negative
“Prefer platforms that rely on transparent zero-party/first-party data (e.g., opt-in consumer panels like GWI or YouGov)” Gemini 3.5 Flash · negative prompt · first choice
“GWI (Global Web Index) stands out as the best overall audience insights platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“GWI or YouGov for audience profiling, Brandwatch for real-time listening, NielsenIQ for purchase data” DeepSeek V4 Flash · comparative prompt · first choice
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.