Zero of twelve models named Measured first on the direct prompt; zero named Triple Whale. Measured was named by eleven of the twelve models and Triple Whale by ten and Measured carries 24 labels and Triple Whale 29, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 attribution and marketing mix modeling page.
Across every category in the September 2026 Edition, Measured and Triple Whale were named in the same answer thirty-one times, of the 70 answers naming Measured and the 79 naming Triple Whale. In those answers Triple Whale took the first choice two times and Measured six.
| 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 |
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. Five of six in this category shown.
“Avoid for B2B mid-market: Enterprise heavies (Adobe Mix Modeler, Measured: custom/$50K+)” Grok 4.1 Fast · direct prompt · hard negative
“strong but more enterprise-oriented and stitched-together; pricing scales higher” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Tier 2 | Modern / SaaS-Enabled UMM & Causal MMM | Recast, Measured, Lifesight, Mutinex, LiftLab, Haus” Gemini 3.5 Flash · scale prompt · first choice
“Measured | Enterprise hybrid; causal MMM + MTA ... Finance-friendly; geo-holdouts.” Grok 4.1 Fast · scale prompt · first choice
“Measured | Incrementality-first, finance-friendly, enterprise integrations” Kimi K2 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“❌ Great for smaller e-commerce stores (Shopify-centric) but lack the deep econometrics and offline/macro modeling required” Gemini 3.5 Flash · scale prompt · hard negative
“140+ attribution incidents since February 2024, raising serious questions about data consistency and reliability” Mistral Small · negative prompt · hard negative
“Rockerbox, Triple Whale, Northbeam and similar credit-assigning tools face these common problems” GLM 4.7 FlashX · negative prompt · hard negative
“Choose Triple Whale if you run a Shopify/E-commerce store and want both MTA and MMM managed for you on a budget.” Gemini 3.5 Flash · budget prompt · first choice
“Triple Whale (free plan available) or Attribution App ($19/month)” Mistral Small · budget prompt · first choice
“Under $100/month: Start with free tiers (Triple Whale, Dreamdata)” MiniMax M2.5 · budget 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.