| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data enrichment | GTM data and infrastructure | 2% | 9 of 50 | 20% | 10 | accepted challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Email verification | GTM data and infrastructure | 2% | 9 of 65 | 0% | 7 | under 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 agents | Sales | 0% | 39 of 77 | 0% | 2 | under 10 labels · led by Apollo.io at 24% | newNew since September 2026: not ranked then, 0% now. |
| Sales intelligence and contact data | Sales | 0% | 19 of 52 | 0% | 2 | 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. |
| Email deliverability and testing tools | Marketing | 0% | 74 of 110 | 0% | 1 | under 10 labels · led by GlockApps at 34% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Email verification | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 9 of 65 |
| Enrichment | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 9 of 50 |
| AI SDR | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 39 of 77, unchanged |
| 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 22 → 19 of 52 |
| Email deliverability | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 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
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 2 | 1 | 0 | 3 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |
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
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
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.
199 of the 236 domain citations in answers naming Snov.io came from somebody else's page.
Pages are listed as the models cited them.
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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 56 | 0 | 2022-07-25 | ||
| Comparison | 43 | undated | |||
| Blog | 37 | 10 | 2026-09-28 | ||
| Template or tool | 11 | 4 | 2026-08-19 | ||
| Webinar or virtual event | 1 | undated | |||
| Glossary or explainer | 1 | undated |
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.
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.
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.
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.
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: