Small business=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 2% in September 2026
Inside the floor by 11 pointsRank 10 → 14 of 115
6 categories · RankedCometly
76Judge labels
8First choices
7Negative labels
12 / 14Models named it
6Categories
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
5% in Attribution & MMM for small business buyers
Rank 13 of 142 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 5 labels there were negative.
What the models named instead of Cometly →By buyer segmentRead the same way at every buyer size.
Small business14 of 118
2%5 labels
under the label threshold
Mid-market13 of 142
2%5 labels
under the label threshold
Enterprise22 of 143
2%1 label
under the label threshold
In customer intel · 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 Cometly 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 |
|---|---|---|---|---|---|---|---|
| Customer intelligence and data science | GTM data and infrastructure | 2% | 13 of 142 | 0% | 5 | under 10 labels · led by Amplitude at 18% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Attribution and marketing mix modeling | Marketing | 2% | 10 of 123 | 7% | 15 | accepted challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Click fraud protection | Marketing | 0% | 19 of 52 | 0% | 3 | under 10 labels · led by ClickCease at 36% | |
| Data warehouse and reverse ETL for marketing | GTM data and infrastructure | 0% | 59 of 83 | 50% | 2 | under 10 labels · led by Hightouch at 40% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Session replay and heatmaps | GTM data and infrastructure | 0% | 48 of 56 | 0% | 1 | under 10 labels · led by Microsoft Clarity at 33% | |
| Web analytics | GTM data and infrastructure | 0% | 42 of 91 | 0% | 1 | under 10 labels · led by Google Analytics 4 at 57% |
Movement
Since September 2026, Cometly held within the floor in all six categories: no change cleared 11 points.
Best category · Customer intel · by segment
Mid-market▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 45 → 11 of 133
EnterprisenewNew since September 2026: not ranked then, 2% now.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 20 of 134, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Customer intel | 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 45 → 13 of 142 |
| Attribution & MMM | 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 27 → 10 of 123 |
| Click fraud protection | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 19 of 52, unchanged |
| Warehouse & ETL | 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 28 → 59 of 83 |
| Session replay | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 48 of 56, unchanged |
| Web analytics | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 42 of 91, 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
By model
How each model treated Cometly 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 Cometly 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 | 1 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 3 | 1 | 0 | 4 |
| Grok 4.1 Fast | 0 | 1 | 2 | 0 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 2 | 1 | 2 | 0 | 5 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 4 | 0 | 1 | 5 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
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
Direct7 labels1
Paraphrase25 labels4
Comparative14 labels3not counted in share
Budget-constrained17 labels2
Scale-constrained7 labels1
Negative6 labelsNone
First choiceAlternativeMentionNegative76 labels in all, every segment counted; 8 of the 11 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.
“Cometly (Best for Cost-Effective Multi-Channel Optimization) ... Choose this if you want actionable, daily insights to optimize ad spend without a massive price tag.” Qwen 3.7 Flash · Attribution & MMM · budget prompt · first choice
“Cometly - a self-service attribution platform that combines real-time multi-touch attribution with MMM-style aggregated modeling.” Llama 4 Maverick · Attribution & MMM · comparative prompt · first choice
“Cometly - a purpose-built B2B customer journey application that delivers actionable insights” Llama 4 Maverick · Customer intel · paraphrase prompt · first choice
“Choose Cometly if you’re a performance‑marketing team with high ad spend and need server‑side accuracy.” GLM 4.7 FlashX · Attribution & MMM · direct prompt · alternative
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.
“Cometly is built for digital-only marketers; if more than 20% of your spend is in offline channels, it doesn't support those natively” Claude Haiku 4.5 · Attribution & MMM · negative prompt · soft negative
“Limited flexibility beyond marketing analytics” GLM 4.7 FlashX · Warehouse & ETL · scale prompt · soft negative
Named alongside
The products named in the same answers as Cometly, over the 76 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Cometly was named but was not.ShowHide
Named alongside
The products named in the same answers as Cometly, over the 76 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Cometly 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 Cometly. 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 76 of the 76 answers that named Cometly and are not a share of its labels.
Domains cited
cometly.comYour site71
improvado.io36
guideflow.com33
admetrics.io26
g2.com23
mcpanalytics.ai22
segmentstream.com22
thecmo.com18
usermaven.com17
learn.g2.com16
213 of the 284 domain citations in answers naming Cometly came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
cometly.com is not in Google's top ten for any of the category's searches. In the answers, Cometly takes 2% of first choices and Amplitude takes 18%.ShowHide
Search and answers
cometly.com is not in Google's top ten for any of the category's searches. In the answers, Cometly takes 2% of first choices and Amplitude takes 18%.
ShowHideIn search
Google, US estimatesPosition for “customer analytics and intelligence platform”
–
not in the top ten
Position for “best customer analytics and intelligence platform”
–
not in the top ten
- Searches for its name, Google
- 60,500 a month (“cometly”)
- AI search demand for its name, est.
- 10 a month
- Organic visits to its site
- about 26,585 a month
- Searches its site ranks for
- 6,180 · 47 in the top three
- Sites linking to it
- 2,028
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess1 ads · 1 text · 0 shown in the last 30 days
First shown September 2022, as Comet LLC, verified.
On Google's pages: 1
In answers
This editionShare of first choices
2%
rank 13 of 142 in customer intel
Segment leader
18%
Amplitude
- First choices
- 8 across its categories
- Named in
- 76 answers
- Its own site cited
- in 76 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 cometly.com
6,550
subdomains included
Content
5,941
counted in the table below
Documentation
304
Product · Integration
32 · 204
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 5,073 | 91 | 2026-09-09 | ||
| Report or ebook | 288 | 13 | 2026-09-09 | ||
| Comparison | 265 | 8 | 2026-08-28 | ||
| Glossary or explainer | 211 | 3 | 2026-09-09 | ||
| Template or tool | 61 | 0 | 2026-05-28 | ||
| Case study | 28 | undated | |||
| Webinar or virtual event | 10 | 1 | 2026-07-30 | ||
| Podcast or video | 3 | 1 | 2026-07-30 | ||
| Conference or event | 2 | 1 | 2026-07-30 |
Most recent
- 2026-09-09Best ai ads manager for b2b saas blog
- 2026-09-09Best multi touch attribution tools for b2b saas blog
- 2026-09-09What is the best attribution software for lead generation glossary or explainer
- 2026-09-09Best way to track conversions across multiple ad platforms blog
- 2026-09-09Best conversion api solution blog
- 2026-09-09Facebook conversion api tool report or ebook
How it is countedHide how it is counted
Every page cometly.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 Cometly
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
Cometly is its own company.ShowHide
The company
Cometly is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Marketing attribution software built for B2B SaaS
- For
- B2B SaaS companies
- Price stated
- Usage-based pricing. Built for B2B SaaS. Core and Enterprise are both available on monthly or annual billing. cometly.com/pricing
- Starting price
- 150 cometly.com/pricing
- Free plan or trial
- We don't run a free trial because attribution requires CRM and ad-platform setup to be useful. cometly.com/pricing
- Integrations claimed
- 70 cometly.com
- Certifications
- SOC 2ISO 27001PCI DSS
- Hosting
- AWS US regionsUS regions
- Customers named
- ClickFunnelsTrainualIndeVetsDesign PickleBionicWPMindPathCleverlyKeywordme
What Cometly's own pages state, read September 28, 2026: cometly.com, cometly.com/pricing, cometly.com/security, cometly.com/platform/mcp, cometly.com/customers. 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 Cometly'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 Cometly, 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 Cometly by email, built from the raw record of the edition. It shows:
- where Cometly 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 Cometly, 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.