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Data enrichment · September 2026 Edition

Snov.io vs ZoomInfo

Zero of twelve models named Snov.io first on the direct prompt; zero named ZoomInfo. Snov.io was named by nine of the twelve models and ZoomInfo by twelve and Snov.io carries 15 labels and ZoomInfo 52, so the shares are not directly comparable.

Snov.io

accepted challenger

Named in five categories this edition.

ZoomInfo

criticized challenger

Vancouver, Washington, United States, founded 2000. Named in eighteen categories this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%56%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 10; printed, not drawn.
Labels1552A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Snov.io reading right to left. Rank and label count are printed, not drawn.Apollo.io was named alongside these two in eleven of the twelve direct answers. Apollo.io vs Snov.io · Apollo.io vs ZoomInfo · Clay vs Snov.io

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the data enrichment page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Snov.ioFirst choices, of twelve modelsZoomInfo
Direct008 against ZoomInfo
Paraphrase013 against ZoomInfo
Comparative022 against ZoomInfo
Budget-constrained103 against ZoomInfo
Scale-constrained003 against ZoomInfo
Negative0010 against ZoomInfo
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Snov.io and ZoomInfo stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
Snov.io ZoomInfo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snov.io on the left and ZoomInfo on the right.

The direct prompt

The plain question, one answer per model, grouped by where Snov.io and ZoomInfo stood in it.

Neither was the first choice, one was named

3 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarApollo.io alternatives: Clay, Cognism, UpLead, ZoomInfo
DeepSeek V4 FlashCleanlist alternatives: Apollo.io, Clay, Snov.io, UpLead
MiniMax M2.5Apollo.io, Cleanlist alternatives: Amplemarket, Cognism, ZoomInfo

Neither was named

9 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Amplemarket, Apollo.io, Cognism
GPT-5.4 miniApollo.io alternatives: Clearbit/HubSpot-native enrichment, Cognism
Gemini 3.5 FlashApollo.io, Clay alternatives: Cognism, HubSpot Breeze Intelligence
Grok 4.1 FastApollo.io alternatives: Clay, Cleanlist, UpLead
Mistral SmallApollo.io alternatives: Cleanlist, UpLead
Llama 4 Maverickno first choice
Qwen 3.7 FlashApollo.io alternatives: Cognism, HubSpot Breeze Intelligence, UpLead
Kimi K2Apollo.io alternatives: Cleanlist, Cognism, UpLead
GLM 4.7 FlashXApollo.io alternatives: Clay, Cognism, Lusha, UpLead

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Snov.io leads by twelve points.
Snov.io12%#2 of 10
ZoomInfo0%#10 of 10
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Snov.io2%#6 of 10
ZoomInfo2%#7 of 10
The full mid-market standing →
Enterprise
The order flips: ZoomInfo leads at enterprise.
ZoomInfo46%#1 of 9
Snov.io0%#– of 9
The full enterprise standing →

What the models said about Snov.io

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“Snov.io – Best Overall Value ... offers the best all-around value with email verification, enrichment, and outreach tools bundled together” Kimi K2 · budget prompt · first choice
“if your budget is truly under $40/month, Snov.io at $39/month is the best entry point” DeepSeek V4 Flash · budget prompt · alternative
“lowest-cost alternatives worth considering are Snov.io (from about $39/month)” Perplexity Sonar · budget prompt · alternative

What the models said about ZoomInfo

No label in this category carried a quote.

Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.