| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Attribution and marketing mix modeling | Marketing | 0% | 120 of 123 | 57% | 7 | under 10 labels · led by Dreamdata at 27% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Attribution & MMM | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 118 → 120 of 123 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Offline media measurement (TV, radio) | Nielsen or Analytic Partners” DeepSeek V4 Flash · Attribution & MMM · comparative prompt · alternative
“Deep industry expertise; proprietary, enterprise-grade MMM” GLM 4.7 FlashX · Attribution & MMM · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Enterprise giants like Nielsen ($500K\u2013$3M/yr) ... are generally overkill and overpriced for mid-market budgets” DeepSeek V4 Flash · Attribution & MMM · direct prompt · soft negative
“Nielsen's enterprise-level pricing and processes make it inaccessible to smaller and mid-market teams” Claude Haiku 4.5 · Attribution & MMM · negative prompt · soft negative
“Very slow feedback loops (models can take 8–12 weeks to deliver) and highly expensive.” Gemini 3.5 Flash · Attribution & MMM · comparative prompt · soft negative
“consult Nielsen/Keen (more enterprise)” Grok 4.1 Fast · Attribution & MMM · direct prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 34 of the 35 answers that named Nielsen Marketing Mix Modeling and are not a share of its labels.
145 of the 145 domain citations in answers naming Nielsen Marketing Mix Modeling came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
What Nielsen Marketing Mix Modeling's own pages state, read October 5, 2026: nielsen.com, nielsen.com, nielsen.com/solutions/marketing-optimization, nielsen.com/insights/2022/roi-report, nielsen.com/insights/2021/marketing-roi. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Nielsen Marketing Mix Modeling's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Nielsen Marketing Mix Modeling, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Nielsen Marketing Mix Modeling by email, built from the raw record of the edition. It shows: