Zero of fourteen models named Dedupely first on the direct prompt; zero named ZoomInfo Operations. Dedupely was named by thirteen of the fourteen models and ZoomInfo Operations by ten and Dedupely carries 34 labels and ZoomInfo Operations 16, so the shares are not directly comparable.
Named in one category this edition.
By ZoomInfo, Vancouver, Washington, United States, founded 2000. Named in three categories this edition.
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 CRM data quality and deduplication page.
Across every category in the November 2026 Edition, Dedupely and ZoomInfo Operations were named in the same answer seventeen times, of the 89 answers naming Dedupely and the 65 naming ZoomInfo Operations. In those answers ZoomInfo Operations took the first choice zero times and Dedupely three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Traditional deduplication tools like Dedupely and Insycle "merge records after the fact and lose history,"” Muse Glimmer 30B · comparative prompt · soft negative
“Faster and simpler than a full data-governance platform, but less capable across systems.” Perplexity Sonar · direct prompt · soft negative
“The best CRM data quality and deduplication tool for a company with a limited budget is Dedupely, which starts at $19/month” Llama 4 Maverick · budget prompt · first choice
“If you use HubSpot, Pipedrive, or Salesforce and want quick, affordable deduplication: Choose Dedupely.” Gemini 3.5 Flash · budget prompt · first choice
“If you use Salesforce and want the cheapest practical option: start with Dedupely.” GPT-5.4 mini · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid enterprise tools like ZoomInfo Operations ($995/month) or RingLead ($875/month) if you're on a small budget” DeepSeek V4 Flash · budget prompt · hard negative
“legacy players like RingLead are powerful, they are often described as "overkill" for most growing companies” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid enterprise tools like ZoomInfo Operations ($995/month)” DeepSeek V4 Flash · budget prompt · hard negative
“If you need an all-in-one GTM platform with built-in data cleansing, ZoomInfo is a top choice.” Mistral Small · paraphrase prompt · first choice
“the strongest general recommendation is ZoomInfo Operations” Perplexity Sonar · paraphrase prompt · first choice
“integrates directly with Salesforce, HubSpot, and Microsoft Dynamics to automate deduplication, standardization, and continuous enrichment” Claude Haiku 4.5 · direct prompt · alternative
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.