Zero of fourteen models named Dealfront first on the direct prompt; zero named Contentsquare. Dealfront was named by ten of the fourteen models and Contentsquare by thirteen and Dealfront carries 10 labels and Contentsquare 30, so the shares are not directly comparable.
Named in seven categories this edition.
Paris, France, founded 2008. Named in seven 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 session replay and heatmaps 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 4.20 | ||||||
| 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 |
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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid overly enterprise tools like Contentsquare unless you have very high traffic/budgets.” Grok 4.20 · direct prompt · hard negative
“Instead of buying an expensive enterprise platform (like full Contentsquare or Quantum Metric which can run $30k–$50k+/year)” Gemini 3.5 Flash · paraphrase prompt · soft negative
“warned about common misreading errors (cherry-picking, streetlight effects) that can lead to misleading conclusions” Mistral Small · negative prompt · soft negative
“My default pick: Contentsquare Growth for a mid-sized B2B company” GPT-6 Luna · paraphrase prompt · first choice
“Best enterprise suite: Contentsquare” GPT-5.4 mini · comparative prompt · first choice
“Choose Contentsquare, Glassbox, or Quantum Metric when scale, enterprise governance, and advanced experience analytics justify a larger platform.” Perplexity Sonar · 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.