AI Indexes
GTM AI Index
Index › Products › Snov.io · October 2026 Edition
5 categories · Ranked

Snov.io

68Judge labels
7First choices
7Negative 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
8% in Enrichment for small business buyers
Rank 9 of 50 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 20% of its 10 labels there were negative.
What the models named instead of Snov.io →
By buyer segmentRead the same way at every buyer size.
In enrichment · 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 Snov.io 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.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Data enrichmentGTM data and infrastructure2%9 of 5020%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Email verificationGTM data and infrastructure2%9 of 650%7under 10 labels · led by ZeroBounce at 42%▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
AI SDR agentsSales0%39 of 770%2under 10 labels · led by Apollo.io at 24%newNew since September 2026: not ranked then, 0% now.
Sales intelligence and contact dataSales0%19 of 520%2under 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.
Email deliverability and testing toolsMarketing0%74 of 1100%1under 10 labels · led by GlockApps at 34%

Movement

Since September 2026, Snov.io held within the floor in all five categories: no change cleared 11 points.

Best category · Enrichment · by segment

Small business▼−3Since September 2026: 12% → 9%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
9%from 12% in September 2026
Inside the floor by 8 pointsRank 2 of 45, unchanged
Mid-market=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 6 → 8 of 48
Enterprise=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 52 → 44 of 46

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Email verification0%2%▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 17 → 9 of 65
Enrichment2%2%=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 6 → 9 of 50
AI SDR0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 39 of 77, unchanged
Sales intel0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 22 → 19 of 52
Email deliverability0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 74 of 110, 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 Snov.io across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.510113
GPT-5.4 mini00000
Gemini 3.5 Flash01001
Perplexity Sonar02103
Grok 4.2001102
Mistral Small11002
DeepSeek V4 Flash03003
Llama 4 Maverick00000
Qwen 3.7 Flash01001
Kimi K202002
GLM 4.7 FlashX01012
MiniMax M2.500000
GPT-6 Luna01001
Muse Glimmer 30B01102

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 labels4
Paraphrase10 labelsNone
Comparative12 labelsNone
Budget-constrained22 labels3
Scale-constrained3 labelsNone
Negative8 labelsNone
First choiceAlternativeMentionNegative68 labels in all, every segment counted; 7 of the 7 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.

“For the best balance of affordability and features, Apollo.io and Snov.io are the top recommendations.” Mistral Small · Enrichment · budget prompt · first choice
“Identified as best for mid-market” Claude Haiku 4.5 · Email verification · direct prompt · first choice
“Tools like Hunter and Snov.io are primarily email finders that have built high-quality verifiers directly into their workflow.” Gemini 3.5 Flash · Email verification · comparative prompt · alternative
“If you need a more integrated solution with lead generation, Snov.io is a strong alternative.” Mistral Small · Email verification · 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.

“Tools like Kaspr, Snov.io, and similar extensions that pull contact info by scraping LinkedIn profiles pose legal and privacy risks.” GLM 4.7 FlashX · Enrichment · negative prompt · hard negative
“Has spotty phone number enrichment accuracy and is limited in the types of data it can enrich.” Claude Haiku 4.5 · Enrichment · negative prompt · soft negative

Named alongside

The products named in the same answers as Snov.io, over the 68 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Snov.io was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Apollo.io42 of 6832Not among the top eight
Lusha27 of 681Not among the top eight
Clay21 of 681Not among the top eight
ZoomInfo21 of 680Not among the top eight
ZeroBounce18 of 687Not among the top eight
Cognism16 of 682Not among the top eight
Hunter16 of 681Not among the top eight
Bouncer15 of 685Not among the top eight
Hunter Email Verifier15 of 683Not among the top eight
HubSpot Breeze Intelligence14 of 681Not among the top eight
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 Snov.io. 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 66 of the 68 answers that named Snov.io and are not a share of its labels.

Domains cited

snov.ioYour site37
pipeline.zoominfo.com36
cleanlist.ai29
amplemarket.com22
clay.com20
salesgenie.com20
zapier.com20
demandbase.com18
prospeo.io17
salesmotion.io17

199 of the 236 domain citations in answers naming Snov.io came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

snov.io is not in Google's top ten for any of the category's searches. In the answers, Snov.io takes 2% of first choices and Apollo.io takes 73%.
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In search

Google, US estimates
Position for “b2b data enrichment tool”
–
not in the top ten
Position for “best b2b data enrichment tool”
–
not in the top ten
Searches for its name, Google
3,600 a month (“snov.io”)
AI search demand for its name, est.
71 a month
Organic visits to its site
about 46,528 a month
Searches its site ranks for
13,190 · 153 in the top three
Sites linking to it
9,306
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
19 ads · 19 text · 3 shown in the last 30 days

First shown May 2025, as Snov.io, verified. Ads started 2025-10 to 2026-09: 12 in the year, 7 before. 3 more by other advertisers linking to it.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
2%
rank 9 of 50 in enrichment
Segment leader
73%
Apollo.io
First choices
7 across its categories
Named in
68 answers
Its own site cited
in 66 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
Addresses on snov.io
759
subdomains included
Content
149
counted in the table below
Documentation
0
Product · Integration
0 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Case study5602022-07-25
Comparison43undated
Blog37102026-09-28
Template or tool1142026-08-19
Webinar or virtual event1undated
Glossary or explainer1undated
How it is countedHide how it is counted

Every page snov.io 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 Snov.io

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

Snov.io is its own company.
ShowHide

In its own words

Stated by the vendor, not checked
Positioning
Snov.io is an outreach automation platform for sales teams, marketing managers, SDRs, and anyone who runs cold outreach. Automate email campaigns, generate qualified leads, and manage your entire sales workflow from first contact to closed deal - all in one unified platform.
For
sales teams, marketing managers, SDRs, and anyone who runs cold outreach
Price stated
Get started absolutely for free and upgrade whenever you want. No card necessary. snov.io
Starting price
0 snov.io
Free plan or trial
Try for free snov.io
Integrations claimed
5000 snov.io/pricing
Customers named
Populus SalesLatentINTERLUNARForecastioBureau WorksMoosendSpotOnLiteLog
Not stated on the pages read
Certifications, hosting

What Snov.io's own pages state, read September 28, 2026: snov.io, snov.io/pricing, snov.io/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 Snov.io'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 Snov.io, 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 Snov.io by email, built from the raw record of the edition. It shows:

  • where Snov.io 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 Snov.io, 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.
The subscriber app

A verification link goes to your work email; an address at snov.io is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.