5 categories · RankedSnov.io
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Data enrichment | GTM data and infrastructure | 2% | 6 of 56 | 0% | 15 | accepted challenger |
| Email verification | GTM data and infrastructure | 0% | 17 of 53 | 20% | 10 | accepted challenger |
| Sales intelligence and contact data | Sales | 0% | 22 of 44 | 0% | 2 | under 10 labels · led by Apollo.io at 76% |
| Account-based marketing platforms | Marketing | 0% | 57 of 76 | 0% | 1 | under 10 labels · led by AdRoll ABM at 56% |
| Identity resolution | GTM data and infrastructure | 0% | 115 of 151 | 0% | 1 | under 10 labels · led by Hightouch at 15% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 2 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 2 | 2 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 1 | 1 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 3 | 0 | 0 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Snov.io – Best Overall Value ... offers the best all-around value with email verification, enrichment, and outreach tools bundled together” Kimi K2 · Enrichment · budget prompt · first choice
“Choose Hunter or Snov.io if you want verification bundled with prospecting/outreach.” Perplexity Sonar · Email verification · comparative prompt · alternative
“if your budget is truly under $40/month, Snov.io at $39/month is the best entry point” DeepSeek V4 Flash · Enrichment · budget prompt · alternative
“lowest-cost alternatives worth considering are Snov.io (from about $39/month)” Perplexity Sonar · Enrichment · budget 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.
“Snov.io — the biggest red flag. Multiple independent benchmarks consistently scored Snov.io as the worst performer by a wide margin” DeepSeek V4 Flash · Email verification · negative prompt · hard negative
“Many prospecting suites (like Hunter.io or Snov.io) bundle email verification into their monthly subscriptions” Gemini 3.5 Flash · Email verification · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 7 of the 76 answers that named Snov.io and are not a share of its labels.
Domains cited
Thirty-nine of the thirty-nine domain citations in answers naming Snov.io came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
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.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at snovio.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.