Eight of fourteen models named Insycle first on the direct prompt; zero named ZoomInfo Operations. Insycle was named by fourteen of the fourteen models and ZoomInfo Operations by twelve and Insycle carries 47 labels and ZoomInfo Operations 26, so the shares are not directly comparable.
Named in two categories 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 October 2026 Edition, Insycle and ZoomInfo Operations were named in the same answer thirty-eight times, of the 125 answers naming Insycle and the 72 naming ZoomInfo Operations. In those answers ZoomInfo Operations took the first choice one time and Insycle eighteen.
| 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. Six of eight in this category shown.
“Don't buy Insycle (~$100/mo) ... unless you have large Salesforce databases” DeepSeek V4 Flash · budget prompt · hard negative
“tools like Insycle, Zapier, and Clearbit solve parts of the problem but demand heavy upkeep” Muse Glimmer 30B · negative prompt · soft negative
“High cost relative to feature set ... Inconsistent accuracy reported by multiple users” Qwen 3.7 Flash · negative prompt · soft negative
“A broad CRM-maintenance layer: deduplication, bulk cleanup and standardization... Useful when you want repeatable data operations across more than one CRM.” GPT-6 Luna · comparative prompt · first choice
“Most accessible and affordable option; works across multiple CRMs... Insycle offers the most capability per dollar” Kimi K2 · comparative prompt · first choice
“look at cloud-native, user-friendly tools like Cloudingo, Insycle, or DataGroomr” Gemini 3.5 Flash · negative 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.
“RingLead is notorious for being incredibly complex to set up and manage... ZoomInfo is widely criticized in industry circles for aggressive, multi-year auto-renewal clauses” Gemini 3.5 Flash · negative prompt · hard negative
“powerful, but they often require annual commitments ranging from $2,500 to over $10,000” Gemini 3.5 Flash · budget prompt · soft negative
“May be over-featured and expensive for smaller mid-market companies” Kimi K2 · direct prompt · soft negative
“I'd recommend starting with Sweep or RingLead if you're on Salesforce” MiniMax M2.5 · paraphrase prompt · first choice
“Best if you want a broader revenue-ops / routing / account data stack, not just dedupe: ZoomInfo Operations” GPT-5.4 mini · direct prompt · alternative
“designed for B2B revenue teams needing ongoing enrichment, deduplication, and compliance in one platform” Perplexity Sonar · 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.