# Measured 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 Measured first on the direct prompt; one named CaliberMind. Page: https://gtm-ai-index.com/marketing/attribution-mmm/measured-vs-calibermind/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Measured | 4% | #4 of 22 | 8% | 24 | 11 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)
- Mistral Small: neither first, one named (first choices: Dreamdata, Recast) (alternatives: Cometly, HockeyStack, Improvado, Measured, MixModeler, Ruler Analytics)
- GLM 4.7 FlashX: neither first, one named (first choices: Dreamdata, SegmentStream) (alternatives: Heeet, HockeyStack, Lifesight, Measured, MixModeler, Northbeam, Recast, Ruler Analytics)
- Perplexity Sonar: neither named (first choices: Dreamdata) (alternatives: Factors.ai, HockeyStack)
- Grok 4.1 Fast: neither named (first choices: Dreamdata) (alternatives: HockeyStack, Recast, RevSure)
- 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)
- MiniMax M2.5: neither named (first choices: Dreamdata, Recast, SegmentStream) (alternatives: Analytic Edge, HubSpot Marketing Hub)

## What the models said about Measured

- "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)

## 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.