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 25 → 27 of 92
1 category · Named, not rankedMentionova
7Judge labels
1First choices
0Negative labels
4 / 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.
Standing
3 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Mentionova was named 3 times in AI visibility, where Otterly led with 20%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business27 of 94
0%2 labels
under the label threshold
Mid-market27 of 90
0%3 labels
under the label threshold
Enterprise12 of 79
2%2 labels
under the label threshold
In ai visibility · 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 Mentionova 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 |
|---|---|---|---|---|---|---|---|
| AI visibility and answer engine tracking tools | Marketing | 0% | 27 of 90 | 0% | 3 | under 10 labels · led by Otterly at 20% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Mentionova held within the floor in its one category: no change cleared 11 points.
Best category · AI visibility · by segment
Mid-market=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 23 → 27 of 85
Enterprise▲+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 17 → 9 of 74
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| AI visibility | 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 23 → 27 of 90 |
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 Mentionova 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 Mentionova 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 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
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
Direct2 labelsNone
Paraphrase2 labels1
Comparative3 labels1not counted in share
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative7 labels in all, every segment counted; 1 of the 2 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.
“Mentionova is the recommended option for teams that want six-engine coverage, Reddit engagement, and actionable daily briefs” Claude Haiku 4.5 · AI visibility · comparative prompt · first choice
“Best for: B2B brands focused on forum-driven and agentic content optimization.” Gemini 3.5 Flash · AI visibility · paraphrase 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.
No model argued against it.
Named alongside
The products named in the same answers as Mentionova, over the 7 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Mentionova was named but was not.ShowHide
Named alongside
The products named in the same answers as Mentionova, over the 7 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Mentionova 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 Mentionova. 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 7 of the 7 answers that named Mentionova and are not a share of its labels.
Domains cited
integrate.io7
blog.hubspot.com4
hubspot.com4
wellows.com4
dageno.ai3
mentionova.comYour site3
visible.seranking.com3
analyticsinsight.net2
business.com2
rankability.com2
Thirty-one of the thirty-four domain citations in answers naming Mentionova came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on mentionova.com
432
subdomains included
Content
118
counted in the table below
Documentation
30
Product · Integration
26 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 65 | 38 | 2026-07-13 | SEO | |
| Comparison | 24 | 8 | 2026-07-13 | SEO | |
| Report or ebook | 19 | 0 | 2026-06-07 | SEO | |
| Template or tool | 8 | undated | |||
| Case study | 1 | undated | |||
| Glossary or explainer | 1 | undated |
Most recent
- 2026-07-13Mentionova vs scrunch ai comparison
- 2026-07-13Mentionova vs rankscale comparison
- 2026-07-13Mentionova vs profound comparison
- 2026-07-13Mentionova vs otterly ai comparison
- 2026-07-13Mentionova vs goodie ai comparison
- 2026-07-13Mentionova vs bluefish ai comparison
How it is countedHide how it is counted
Every page mentionova.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. Of its titles that name a category, most name SEO (26); 0 name the category the models place it in. Read September 29, 2026.
Follow Mentionova
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
Mentionova is its own company.ShowHide
The company
Mentionova is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Agentic Growth Platform for Founders
- For
- Founders
- Price stated
- Plans from $99/mo (billed annually; $125/mo monthly) billed annually or $125/mo billed monthly. mentionova.com
- Starting price
- 99 mentionova.com
- Free plan or trial
- Every paid plan starts with a free trial. mentionova.com
- Integrations claimed
- 12 mentionova.com
- Customers named
- Genesys Growth11xMintMCPResolve PayEveryOpensendResolveNative Frame
- Not stated on the pages read
- Certifications, hosting
What Mentionova's own pages state, read October 5, 2026: mentionova.com, mentionova.com/pricing, mentionova.com/product/ai-agent, mentionova.com/product/marketplace. 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 Mentionova'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 Mentionova, 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 Mentionova by email, built from the raw record of the edition. It shows:
- where Mentionova 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 Mentionova, 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.