# Attribution and marketing mix modeling for enterprise buyers: what AI models recommend, September 2026

GTM AI Recommendation Index, September 2026 Edition. Asked as "marketing attribution and marketing mix modeling platform" and as "attribution and MMM tool", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://gtm-ai-index.com/marketing/attribution-mmm/enterprise/

**Standing:** Adobe Marketo Measure leads with 16% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Adobe Marketo Measure | 16% | 26% | 23 |
| 2 | Dreamdata | 12% | 6% | 32 |
| 3 | HockeyStack | 11% | 11% | 27 |
| 4 | Measured | 9% | 6% | 34 |
| 5 | Adobe Mix Modeler | 7% | 14% | 29 |
| 6 | SegmentStream | 7% | 9% | 22 |
| 7 | Lifesight | 4% | 8% | 12 |
| 8 | Rockerbox | 2% | 11% | 35 |
| 9 | Improvado | 2% | 0% | 20 |
| 10 | Recast | 2% | 10% | 21 |
| 11 | Google Analytics 360 | 2% | 0% | 11 |
| 12 | Mutinex | 2% | 9% | 11 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Adobe Marketo Measure, Dreamdata; alternatives HockeyStack, Northbeam
- GPT-5.4 mini: CaliberMind, Dreamdata; alternatives Nielsen
- Gemini 3.5 Flash: CaliberMind; alternatives HockeyStack, Lifesight, Measured, RevSure
- Perplexity Sonar: Adobe Marketo Measure, Rockerbox; alternatives Dreamdata, HockeyStack
- Grok 4.1 Fast: Adobe Marketo Measure; alternatives Dreamdata, Funnel, HockeyStack, RevSure
- Mistral Small: Dreamdata, HockeyStack; alternatives Adobe Marketo Measure, Adobe Mix Modeler, Cometly, RevSure
- DeepSeek V4 Flash: Adobe Marketing Campaign Analytics, HockeyStack; alternatives Dreamdata, Measured, Recast, Rockerbox
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Dreamdata, HockeyStack, Lift Lab; alternatives Keen Insights
- Kimi K2: HockeyStack, RevSure; alternatives Dreamdata, Keen Decision Systems, Recast
- GLM 4.7 FlashX: Analytic Partners, Lifesight; alternatives Dreamdata, Measured, Mutinex, Paramark
- MiniMax M2.5: Adobe Marketo Measure; alternatives Dreamdata, HockeyStack, Improvado

## Sources the answers cite

23 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- improvado.io: 11 answers, 18 citations
- cometly.com: 8 answers, 19 citations
- segmentstream.com: 8 answers, 12 citations
- hockeystack.com: 7 answers, 7 citations
- usermaven.com: 6 answers, 12 citations
- prescientai.com: 6 answers, 6 citations
- factors.ai: 5 answers, 5 citations
- mammoth.io: 5 answers, 5 citations

Pages named in the most answers:

- https://hockeystack.com/blog-posts/best-marketing-attribution-software (7 answers)
- https://segmentstream.com/blog/articles/best-attribution-tools (7 answers)
- https://improvado.io/blog/choosing-marketing-attribution-software (5 answers)
- https://improvado.io/blog/multi-touch-attribution-solutions (5 answers)
- https://mammoth.io/blog/marketing-attribution-software (5 answers)
- https://prescientai.com/blog/top-marketing-attribution-software-solutions (5 answers)
- https://thecmo.com/tools/best-marketing-attribution-software (5 answers)
- https://usermaven.com/blog/enterprise-marketing-attribution-platforms (5 answers)
- https://factors.ai/blog/top-marketing-attribution-tools (4 answers)
- https://learn.g2.com/best-attribution-software (4 answers)

## Warned against

- Triple Whale: 7 of 13 labels negative. "SMB and DTC-Specific "Plug-and-Play" Platforms * Examples: Triple Whale, Northbeam (specifically for non-DTC enterprises)... Ecosystem Lock-In: Triple Whale is tightly coupled with Shopify" (Gemini 3.5 Flash, negative prompt)
- Analytic Partners: 6 of 20 labels negative. "Avoid per-conversion/event models (Adobe) or managed-only (Analytic Partners/Nielsen, $200K–$750K+/yr variable services)." (Grok 4.1 Fast, budget prompt)
- Northbeam: 6 of 18 labels negative. "Examples: Triple Whale, Northbeam (specifically for non-DTC enterprises)" (Gemini 3.5 Flash, negative prompt)
- Adobe Analytics: 5 of 12 labels negative. "Avoid GA4 free version, Adobe Analytics without existing ecosystem, and platform-specific attribution as primary measurement systems." (Mistral Small, negative prompt)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.