SparkToro vs Google Analytics 4
Two of fourteen models named SparkToro first on the direct prompt; zero named Google Analytics 4. SparkToro was named by thirteen of the fourteen models and Google Analytics 4 by ten and SparkToro carries 33 labels and Google Analytics 4 11, so the shares are not directly comparable.
Named in three categories this edition.
By Google, Mountain View, California, United States, founded 1998. Named in seventeen 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 modelsGoogle Analytics 4
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 Google Analytics 4 first choice named as an alternative argued againstblank: not namedEach cell is one answer, SparkToro on the left and Google Analytics 4 on the right.The direct prompt
SparkToro first, Google Analytics 4 not the choice
2 of 14 modelsGoogle Analytics 4 was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 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 18Google Analytics 44%#4 of 18SparkToro33%#1 of 12Google Analytics 46%#4 of 12SparkToro0%#– of 16Google Analytics 4—not namedWhat 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 Google Analytics 4
No label in this category carried a quote.
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.