| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Programmatic and display advertising | Marketing | 3% | 7 of 92 | 11% | 9 | under 10 labels · led by StackAdapt at 48% | ▼−9Since September 2026: 13% → 4%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Data management platforms | GTM data and infrastructure | 2% | 11 of 159 | 0% | 1 | under 10 labels · led by Segment at 37% | newNew since September 2026: not ranked then, 3% now. |
| Account-based marketing platforms | Marketing | 2% | 12 of 71 | 33% | 3 | under 10 labels · led by AdRoll ABM at 53% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Search and social advertising platforms | Marketing | 2% | 15 of 113 | 9% | 11 | accepted challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Video advertising | Marketing | 0% | 21 of 114 | 0% | 3 | under 10 labels · led by StackAdapt at 32% | newNew since September 2026: not ranked then, 0% now. |
| Native and content advertising | Marketing | 0% | 29 of 86 | 0% | 2 | under 10 labels · led by StackAdapt at 41% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Programmatic | 13% | 4% | ▼−9Since September 2026: 13% → 4%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 → 7 of 92 |
| DMP | 0% | 3% | newNew since September 2026: not ranked then, 3% now. | New this edition | Rank 11 of 159, unchanged |
| ABM | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 32 → 12 of 71 |
| Paid ads | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 23 → 15 of 113 |
| Video ads | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 21 of 114, unchanged |
| Native ads | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 29 of 86, unchanged |
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 | 1 | 1 | 2 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 2 | 2 | 0 | 4 |
| Mistral Small | 1 | 1 | 0 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 1 | 0 | 2 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 2 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“AdRoll ABM is also recommended for its ease of use and solid ABM feature set, making it a strong fit for mid-market teams” Mistral Small · ABM · direct prompt · first choice
“AdRoll is often the safest budget-friendly choice because it offers a pay-as-you-go plan with no fixed minimum” GPT-5.4 mini · Programmatic · budget prompt · first choice
“AdRoll - a full-funnel advertising platform that combines retargeting, prospecting, and email marketing coordination” Llama 4 Maverick · Paid ads · direct prompt · first choice
“or SmartyAds / AdRoll (if you want easy, low-cost retargeting across the open web)” Gemini 3.5 Flash · Programmatic · budget prompt · first choice
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.
“Recent reviews from June 2025 through early 2026 document recurring issues, particularly around Meta (Facebook/Instagram) integrations, campaign delivery delays, and slow support response times.” Claude Haiku 4.5 · Paid ads · negative prompt · soft negative
“Third-Party / DIY "ABM" Add-Ons (e.g., StackAdapt, AdRoll...) Verdict: Avoid the "Frankenstack" approach” DeepSeek V4 Flash · ABM · negative prompt · soft negative
“may lack the scale and advanced features of larger DSPs” Mistral Small · Programmatic · comparative 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 59 of the 64 answers that named AdRoll and are not a share of its labels.
186 of the 186 domain citations in answers naming AdRoll 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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,134 | 8 | 2026-09-21 | ABM, SEO | |
| News or press | 115 | 11 | 2026-09-22 | Ecommerce marketing, Marketing automation | |
| Webinar or virtual event | 52 | 1 | 2026-09-25 | Ecommerce marketing, ABM | |
| Comparison | 41 | 0 | 2026-06-04 | Mobile apps | |
| Template or tool | 40 | 1 | 2026-08-12 | SEO | |
| Glossary or explainer | 37 | 0 | 2026-04-09 | ||
| Report or ebook | 28 | 0 | 2023-11-02 | ||
| Case study | 26 | 5 | 2026-08-03 | ABM | |
| Podcast or video | 5 | 0 | 2025-11-20 | ||
| Conference or event | 4 | 0 | 2021-01-28 |
Every page adroll.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
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 AdRoll's own pages state, read September 28, 2026: adroll.com, adroll.com/pricing, adroll.com/solutions/b2b, adroll.com/customers. 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 AdRoll'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 AdRoll, 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 AdRoll by email, built from the raw record of the edition. It shows: