Small business▲+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 39 → 4 of 53
5 categories · RankedSeamless.AI
74Judge labels
3First choices
34Negative labels
14 / 14Models named it
5Categories
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
2% in Sales intel for enterprise buyers
Rank 52 of 52 in the mid-market standingcriticized challenger
0 of 14 models made it the first choice on the direct prompt; 47% of its 15 labels there were negative.
What the models named instead of Seamless.AI →By buyer segmentRead the same way at every buyer size.
Small business4 of 55
2%19 labels
criticized challenger
Mid-market52 of 52
0%15 labels
criticized challenger
Enterprise7 of 45
2%11 labels
criticized challenger
In sales 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 Seamless.AI 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 |
|---|---|---|---|---|---|---|---|
| Sales intelligence and contact data | Sales | 0% | 52 of 52 | 47% | 15 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Data enrichment | GTM data and infrastructure | 0% | 49 of 50 | 43% | 7 | under 10 labels · led by Apollo.io at 73% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Lead routing and management | Sales | 0% | 27 of 111 | 0% | 2 | under 10 labels · led by LeadAngel at 26% | newNew since September 2026: not ranked then, 0% now. |
| Account-based marketing platforms | Marketing | 0% | 69 of 71 | 100% | 1 | under 10 labels · led by AdRoll ABM at 53% | newNew since September 2026: not ranked then, 0% now. |
| Market intelligence platforms | GTM data and infrastructure | 0% | 167 of 172 | 100% | 1 | under 10 labels · led by Apollo.io at 17% |
Movement
Since September 2026, Seamless.AI held within the floor in all five categories: no change cleared 11 points.
Best category · Sales intel · 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 43 → 50 of 50
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 43 → 6 of 41
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Sales intel | 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 43 → 52 of 52 |
| Enrichment | 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 53 → 49 of 50 |
| Lead routing | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 27 of 111, unchanged |
| ABM | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 69 of 71, unchanged |
| Market intelligence | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 167 of 172, 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 Seamless.AI 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 Seamless.AI 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 | 0 | 0 | 2 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 3 | 4 |
| Perplexity Sonar | 0 | 0 | 3 | 0 | 3 |
| 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 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 2 | 1 | 5 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 2 | 2 |
| 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
Direct6 labels1
Paraphrase1 labelNone
Comparative14 labelsNone
Budget-constrained6 labels2
Scale-constrained8 labelsNone
Negative39 labelsNone
First choiceAlternativeMentionNegative74 labels in all, every segment counted; 3 of the 3 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.
“Emphasizes real-time data freshness and AI-driven verification, but states it should not be used outside the US” DeepSeek V4 Flash · Sales intel · comparative prompt · alternative
“Best For: Mid-market companies looking for a middle ground between ZoomInfo's power and lower costs.” Qwen 3.7 Flash · Sales intel · comparative prompt · alternative
“The Best All-in-One (Inbound & Outbound): Seamless.AI” Qwen 3.7 Flash · Lead routing · 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.
“If I had to single out one for extra caution, it would be Seamless.AI\u2014not necessarily because its data is always poor, but because of recurring complaints about auto-renewal and cancellation.” GPT-6 Luna · Sales intel · negative prompt · hard negative
“users frequently complain about its "accuracy" claims. Many professionals report receiving data that hasn't been updated since 2018–2020” Qwen 3.7 Flash · Enrichment · negative prompt · hard negative
“Users have reported "shady business practices" with issues including unclear contract cancellation policies and automatic renewals” Claude Haiku 4.5 · ABM · negative prompt · hard negative
“Notoriously criticized ... for having incredibly rigid contract terms, billing issues ... and high-pressure sales reps.” Gemini 3.5 Flash · Enrichment · negative prompt · hard negative
Named alongside
The products named in the same answers as Seamless.AI, over the 74 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Seamless.AI was named but was not.ShowHide
Named alongside
The products named in the same answers as Seamless.AI, over the 74 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Seamless.AI 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 Seamless.AI. 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 65 of the 74 answers that named Seamless.AI and are not a share of its labels.
Domains cited
pipeline.zoominfo.com37
g2.com26
amplemarket.com25
apollo.io21
lusha.com21
salesmotion.io21
blog.hubspot.com14
reddit.com14
demandbase.com13
cognism.com11
203 of the 203 domain citations in answers naming Seamless.AI came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
seamless.ai is not in Google's top ten for any of the category's searches. In the answers, Seamless.AI takes 0% of first choices and Apollo.io takes 73%.ShowHide
Search and answers
seamless.ai is not in Google's top ten for any of the category's searches. In the answers, Seamless.AI takes 0% of first choices and Apollo.io takes 73%.
ShowHideIn search
Google, US estimatesPosition for “b2b contact data and sales intelligence platform”
–
not in the top ten
Position for “best b2b contact data and sales intelligence platform”
–
not in the top ten
- Searches for its name, Google
- 14,800 a month (“seamless.ai”)
- AI search demand for its name, est.
- 160 a month
- Organic visits to its site
- about 271,504 a month
- Searches its site ranks for
- 143,000 · 1,276 in the top three
- Sites linking to it
- 4,359
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
0%
rank 52 of 52 in sales intel
Segment leader
73%
Apollo.io
- First choices
- 3 across its categories
- Named in
- 74 answers
- Its own site cited
- in 65 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 seamless.ai
592
subdomains included
Content
444
counted in the table below
Documentation
55
Product · Integration
38 · 16
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 392 | undated | |||
| News or press | 30 | 1 | 2026-09-08 | ||
| Comparison | 11 | undated | |||
| Template or tool | 10 | undated | |||
| Blog | 1 | undated |
Most recent
- 2026-09-08Seamless reviews lead generation software news or press
How it is countedHide how it is counted
Every page seamless.ai 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. Read September 29, 2026.
Names read as Seamless.AI
What the judge wrote, as written, with how often. The vendor table decides that these count as Seamless.AI; a claim can dispute any of them.
Seamless.ai 7
Follow Seamless.AI
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
Seamless.AI is its own company.ShowHide
The company
Seamless.AI is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- A real-time search engine and AI sales platform for sales prospecting, lead generation, and revenue growth.
- For
- B2B companies; salespeople; sales teams; SDRs; RevOps; founders; marketing; recruiting; customer success; finance teams.
- Price stated
- Seamless.AI is free for up to 50 credits. After that, we offer many pricing options. seamless.ai
- Free plan or trial
- free for up to 50 credits seamless.ai
- Integrations claimed
- 6000 seamless.ai
- Certifications
- GDPRCCPASOC 2 Type IIISO 27001SOC 2 Type 2
- Not stated on the pages read
- Starting price, hosting, customers
What Seamless.AI's own pages state, read September 28, 2026: seamless.ai, seamless.ai/pricing, trust.seamless.ai, seamless.ai/products/mcp, seamless.ai/products/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 Seamless.AI'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 Seamless.AI, 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 Seamless.AI by email, built from the raw record of the edition. It shows:
- where Seamless.AI 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 Seamless.AI, 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.