Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 110 → 22 of 108
1 category · RankedRockerbox
75Judge labels
16First choices
10Negative labels
14 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Best standing
15% in Attribution & MMM for enterprise buyers
Rank 3 of 123 in the mid-market standingaccepted challenger
3 of 14 models made it the first choice on the direct prompt; 14% of its 29 labels there were negative.
What the models named instead of Rockerbox →By buyer segmentStrongest at enterprise.
Small business31 of 112
0%12 labels
criticized challenger
Mid-market3 of 123
11%29 labels
accepted challenger
Enterprise1 of 110
15%34 labels
accepted challenger
In attribution & mmm · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Rockerbox for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Attribution and marketing mix modeling | Marketing | 11% | 3 of 123 | 14% | 29 | accepted challenger | ▲+8Since September 2026: 3% → 11%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Rockerbox held within the floor in its one category: no change cleared 11 points.
Best category · Attribution & MMM · by segment
Mid-market▲+8Since September 2026: 3% → 11%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
11%from 3% in September 2026
Inside the floor by 3 pointsRank 11 → 3 of 112
Enterprise▲+10Since September 2026: 2% → 11%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
11%from 2% in September 2026
Inside the floor by 1 pointRank 9 → 3 of 101
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Attribution & MMM | 3% | 11% | ▲+8Since September 2026: 3% → 11%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 11 → 3 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
By model
How each model treated Rockerbox across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Rockerbox across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 2 | 4 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 2 | 2 | 0 | 1 | 5 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 1 | 4 |
| Llama 4 Maverick | 1 | 1 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 2 | 1 | 1 | 0 | 4 |
| Kimi K2 | 0 | 3 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 1 | 0 | 0 | 2 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct13 labels5
Paraphrase15 labels5
Comparative14 labels1not counted in share
Budget-constrained10 labels3
Scale-constrained15 labels3
Negative8 labelsNone
First choiceAlternativeMentionNegative75 labels in all, every segment counted; 16 of the 17 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“The best marketing attribution and marketing mix modeling platform for a mid-market B2B company is Rockerbox” Llama 4 Maverick · Attribution & MMM · direct prompt · first choice
“paired with Rockerbox or Google's Meridian (open-source MMM) for marketing mix modeling (MMM)” Grok 4.1 Fast · Attribution & MMM · paraphrase prompt · first choice
“most mid-market B2B teams start with Rockerbox for the MTA+MMM combo to avoid two vendors” Muse Glimmer 30B · Attribution & MMM · paraphrase prompt · first choice
“Platforms like `Lifesight`, `Measured`, and `Rockerbox` automate this” Qwen 3.7 Flash · Attribution & MMM · comparative prompt · first choice
And against it
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.
“Be very cautious with Rockerbox unless you have a full-time developer and accept biased reporting and data reconciliation issues.” DeepSeek V4 Flash · Attribution & MMM · negative prompt · soft negative
“Tools like LeadsRx or Rockerbox require heavy data prep; poor support or limited APIs lead to frustration.” Grok 4.1 Fast · Attribution & MMM · negative prompt · soft negative
“platforms (like Recast, Measured, or Rockerbox) routinely cost upwards of $50,000 to $150,000+ per year” Gemini 3.5 Flash · Attribution & MMM · budget prompt · soft negative
“it comes with a high price tag ... heavily tailored toward e-commerce” Gemini 3.5 Flash · Attribution & MMM · negative prompt · soft negative
Named alongside
The products named in the same answers as Rockerbox, over the 75 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rockerbox was named but was not.ShowHide
Named alongside
The products named in the same answers as Rockerbox, over the 75 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rockerbox was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Rockerbox. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 72 of the 75 answers that named Rockerbox and are not a share of its labels.
Domains cited
cometly.com55
improvado.io44
admetrics.io33
usermaven.com30
mcpanalytics.ai27
guideflow.com26
factors.ai24
segmentstream.com22
thecmo.com22
aboutmartech.com20
303 of the 303 domain citations in answers naming Rockerbox came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
rockerbox.com is not in Google's top ten for any of the category's searches. In the answers, Rockerbox takes 11% of first choices and Dreamdata takes 27%.ShowHide
Search and answers
rockerbox.com is not in Google's top ten for any of the category's searches. In the answers, Rockerbox takes 11% of first choices and Dreamdata takes 27%.
ShowHideIn search
Google, US estimatesPosition for “marketing attribution and marketing mix modeling platform”
–
not in the top ten
Position for “best marketing attribution and marketing mix modeling platform”
–
not in the top ten
- Searches for its name, Google
- 1,600 a month (“rockerbox”)
- AI search demand for its name, est.
- 13 a month
- Organic visits to its site
- about 2,095 a month
- Searches its site ranks for
- 496 · 28 in the top three
- Sites linking to it
- 2,043
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
11%
rank 3 of 123 in Attribution & MMM
Segment leader
27%
Dreamdata
- First choices
- 16 across its categories
- Named in
- 75 answers
- Its own site cited
- in 72 of the answers that named it
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.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on rockerbox.com
1,040
subdomains included
Content
518
counted in the table below
Documentation
336
Product · Integration
0 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 341 | 0 | 2026-04-15 | Identity, CDP | |
| Webinar or virtual event | 88 | 0 | 2026-06-09 | SEO | |
| Glossary or explainer | 33 | 0 | 2024-10-15 | ||
| Case study | 30 | undated | |||
| Report or ebook | 16 | 0 | 2024-05-13 | Identity | |
| Podcast or video | 5 | 0 | 2022-07-29 | ||
| Comparison | 3 | 0 | 2022-07-29 | ||
| Conference or event | 1 | undated | |||
| News or press | 1 | undated |
Most recent
- 2026-06-09Navigating multiple measurement solutions a guide to decision making webinar or virtual event
- 2026-05-12Maximizing spend in big promotional moments webinar or virtual event
- 2026-05-07Webinar stop guessing start leading a guide to navigating multiple measurement solutions webinar or virtual event
- 2026-04-15Dont let your media spend get lost how to maximize roi in big promotional moments blog
- 2026-04-14Top five use cases for mta webinar or virtual event
- 2026-03-11Webinar the 5 core problems holding your marketing back and how to solve them webinar or virtual event
How it is countedHide how it is counted
Every page rockerbox.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.
Follow Rockerbox
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.
The company
Rockerbox is its own company.ShowHide
The company
Rockerbox is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- The Platform of Record for All Marketing Measurement
- For
- leading brands
- Integrations claimed
- 100 rockerbox.com
- Certifications
- SOC2-certified
- Customers named
- Away TravelMockingbirdTULAAmerican GiantRebagBonafide HealthHourglass CosmeticsSEMrush
- Not stated on the pages read
- Price, starting price, free plan or trial, hosting
What Rockerbox's own pages state, read September 28, 2026: rockerbox.com, rockerbox.com/plans, rockerbox.com/customers, rockerbox.com/integrations. A claimed page can correct any of them.
Is this your product?
Claim this page
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 Rockerbox'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 Rockerbox, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Rockerbox by email, built from the raw record of the edition. It shows:
- where Rockerbox is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Rockerbox, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.
Badges
Wins only: a badge exists where Rockerbox is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Rockerbox is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideRockerbox is among the products AI models recommend first in Attribution and marketing mix modeling this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.