# Triple Whale vs CaliberMind: which do AI models recommend for Attribution & MMM, September 2026

GTM AI Recommendation Index, September 2026 Edition, Attribution and marketing mix modeling. Zero of twelve models named Triple Whale first on the direct prompt; one named CaliberMind. Page: https://gtm-ai-index.com/marketing/attribution-mmm/triple-whale-vs-calibermind/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Triple Whale | 4% | #5 of 22 | 28% | 29 | 10 of 12 |
| CaliberMind | 3% | #8 of 22 | 0% | 10 | 7 of 12 |

## The direct prompt, model by model

- Gemini 3.5 Flash: calibermind first (first choices: CaliberMind) (alternatives: Dreamdata, HockeyStack, RevSure)
- Claude Haiku 4.5: neither first, one named (first choices: Dreamdata) (alternatives: CaliberMind, HubSpot Marketing Hub, Northbeam)
- GPT-5.4 mini: neither first, one named (first choices: Dreamdata) (alternatives: Adobe Marketo Measure, CaliberMind, MixModeler)
- Perplexity Sonar: neither named (first choices: Dreamdata) (alternatives: Factors.ai, HockeyStack)
- Grok 4.1 Fast: neither named (first choices: Dreamdata) (alternatives: HockeyStack, Recast, RevSure)
- Mistral Small: neither named (first choices: Dreamdata, Recast) (alternatives: Cometly, HockeyStack, Improvado, Measured, MixModeler, Ruler Analytics)
- DeepSeek V4 Flash: neither named (first choices: Dreamdata, HockeyStack, Rockerbox) (alternatives: Improvado, Recast, Ruler Analytics, SegmentStream, Sellforte)
- Llama 4 Maverick: neither named (first choices: Improvado) (alternatives: Dreamdata, Rockerbox)
- Qwen 3.7 Flash: neither named (first choices: Rockerbox) (alternatives: Alviss AI, Recast)
- Kimi K2: neither named (first choices: Dreamdata) (alternatives: Factors.ai, HockeyStack, Recast, Rockerbox)
- GLM 4.7 FlashX: neither named (first choices: Dreamdata, SegmentStream) (alternatives: Heeet, HockeyStack, Lifesight, Measured, MixModeler, Northbeam, Recast, Ruler Analytics)
- MiniMax M2.5: neither named (first choices: Dreamdata, Recast, SegmentStream) (alternatives: Analytic Edge, HubSpot Marketing Hub)

## What the models said about Triple Whale

- "❌ 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)

## What the models said about CaliberMind

- "CaliberMind is one of the very few platforms that natively unifies bottom-up Multi-Touch Attribution with top-down Marketing Mix Modeling." (Gemini 3.5 Flash, direct prompt, first choice)
- "CaliberMind doesn’t just show MTA and MMM side-by-side; they actively feed into each other." (Gemini 3.5 Flash, paraphrase prompt, first choice)
- "CaliberMind is best for mid-market and enterprise B2B teams with existing data engineering resources" (Claude Haiku 4.5, direct prompt, alternative)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.