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Data enrichment · November 2026 Edition

Clay vs ZoomInfo

Eight of fourteen models named Clay first on the direct prompt; zero named ZoomInfo. Clay was named by thirteen of the fourteen models and ZoomInfo by fourteen and Clay carries 56 labels and ZoomInfo 57, so the shares are not directly comparable.

Clay

accepted challenger

Named in eleven categories this edition.

ZoomInfo

criticized challenger

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

First-choice share27%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%42%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 9; printed, not drawn.
Labels5657A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Clay reading right to left. Rank and label count are printed, not drawn.Apollo.io was named alongside these two in fourteen of the fourteen direct answers. Apollo.io vs Clay · Apollo.io vs ZoomInfo · Clay vs HubSpot Breeze Intelligence

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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 fourteen models made each the first choice, per way of asking, and how many argued against it.
ClayFirst choices, of fourteen modelsZoomInfo
Direct804 against ZoomInfo
Paraphrase416 against ZoomInfo
Comparative181 against Clay
Budget-constrained104 against Clay · 3 against ZoomInfo
Scale-constrained101 against Clay · 2 against ZoomInfo
Negative015 against Clay · 9 against ZoomInfo
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, Clay and ZoomInfo were named in the same answer 156 times, of the 310 answers naming Clay and the 617 naming ZoomInfo. In those answers ZoomInfo took the first choice thirty-eight times and Clay sixteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Clay and ZoomInfo stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Clay ZoomInfo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Clay on the left and ZoomInfo on the right.

The direct prompt

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

Clay first, ZoomInfo an alternative

8 of 14 modelsZoomInfo was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashClay alternatives: Apollo.io, Cognism, HubSpot Breeze Intelligence
Perplexity SonarClay alternatives: Apollo.io, Cognism, HubSpot Breeze Intelligence
Grok 4.20Clay alternatives: Apollo.io, Cognism
Mistral SmallApollo.io, Clay alternatives: Cognism, HubSpot Breeze Intelligence
DeepSeek V4 FlashApollo.io, Clay alternatives: Cognism, HubSpot Breeze Intelligence, ZoomInfo
Llama 4 MaverickClay alternatives: Apollo.io, Cognism, HubSpot Breeze Intelligence, ZoomInfo
GLM 4.7 FlashXClay alternatives: Apollo.io, Cognism, HubSpot Breeze Intelligence, ZoomInfo
GPT-6 LunaClay alternatives: Apollo.io, HubSpot-native enrichment

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Apollo.io alternatives: Cognism, ZoomInfo
GPT-5.4 miniApollo.io alternatives: Cognism, HubSpot Breeze Intelligence, HubSpot-native enrichment, People Data Labs, ZoomInfo
Qwen 3.7 FlashApollo.io alternatives: Clay, Cognism, HubSpot Breeze Intelligence, Kaspr, Lusha
Kimi K2Apollo.io alternatives: Clay, Cognism, UpLead
MiniMax M2.5Apollo.io alternatives: HubSpot Breeze Intelligence, ZoomInfo
Muse Glimmer 30BApollo.io alternatives: Clay, HubSpot Breeze Intelligence, ZoomInfo

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
Clay leads by five points.
Clay5%#2 of 9
ZoomInfo0%#9 of 9
The full small business standing →
Mid-marketThe figures above
Clay leads by twenty-five points.
Clay27%#2 of 9
ZoomInfo2%#4 of 9
The full mid-market standing →
Enterprise
The order flips: ZoomInfo leads at enterprise.
ZoomInfo57%#1 of 10
Clay7%#3 of 10
The full enterprise standing →

What the models said about Clay

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

“Avoid ZoomInfo ($15K+/year), Clay ($167–185+/month)” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid enterprise-heavy tools like ZoomInfo ($15K+/yr), Cognism (quote-based, high for non-EU focus), or full Clay setups unless your free tier covers it” Grok 4.20 · budget prompt · soft negative
“it is not a single authoritative database. It chains providers, requiring technical setup, provider management, and careful credit controls.” Perplexity Sonar · negative prompt · soft negative
“If you want flexible AI workflows & multiple data vendors: Choose Clay to aggregate multiple providers using waterfall enrichment.” Gemini 3.5 Flash · comparative prompt · first choice
“Apollo.io or Clay are the best choices due to their balance of cost, coverage, and ease of integration” Mistral Small · paraphrase prompt · first choice
“Clay | Waterfall logic across 150+ providers, programmable workflows, automation depth | From $149/mo” Kimi K2 · scale prompt · first choice

What the models said about ZoomInfo

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

“High volume of BBB complaints ... Multiple lawsuits ... Reviews criticize inaccurate data, poor usability, long contracts, high costs” Grok 4.20 · negative prompt · hard negative
“What to Avoid: ZoomInfo: Excellent data but enterprise-priced ($15,000+/year) — overkill for most mid-market budgets” Kimi K2 · direct prompt · hard negative
“Stick to reputable providers: Tools like ZoomInfo, Clearbit (now part of HubSpot), Apollo.io, or LinkedIn Sales Navigator are widely used and vetted.” MiniMax M2.5 · negative prompt · first choice
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.