Dedupely vs OpenRefine
Zero of fourteen models named Dedupely first on the direct prompt; zero named OpenRefine. Dedupely was named by thirteen of the fourteen models and OpenRefine by ten and Dedupely carries 34 labels and OpenRefine 16, so the shares are not directly comparable.
Named in one category this edition.
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.
By framing
DedupelyFirst choices, of fourteen modelsOpenRefine
Across every category in the November 2026 Edition, Dedupely and OpenRefine were named in the same answer fourteen times, of the 89 answers naming Dedupely and the 35 naming OpenRefine. In those answers OpenRefine took the first choice zero times and Dedupely seven.
Every model, every framing
| 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 | | | | |
Dedupely OpenRefine first choice named as an alternative argued againstblank: not namedEach cell is one answer, Dedupely on the left and OpenRefine on the right.The direct prompt
Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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
Dedupely28%#2 of 11OpenRefine0%#10 of 11Dedupely17%#2 of 13OpenRefine2%#7 of 13What the models said about Dedupely
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
What the models said about OpenRefine
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Free Manual Tools (OpenRefine, Excel-based solutions) ... These tools create a false sense of security.” Kimi K2 · negative prompt · hard negative
“Avoid relying solely on manual export/import cycles using tools like Excel or OpenRefine” MiniMax M2.5 · negative prompt · hard negative
“OpenRefine is described as "Bulk deduplication and text normalization on exported CSV files" with the core limitations being "No CRM connection, no automation, no enrichment, learning curve required"” Muse Glimmer 30B · negative prompt · soft negative
“use free OpenRefine for occasional bulk cleanup” GPT-6 Luna · budget prompt · first choice
“OpenRefine (Completely Free): Best if you want zero cost and can handle manual processes.” Grok 4.20 · budget prompt · alternative
“For technical teams on zero budget: OpenRefine for one-time cleanup of exported data” Claude Haiku 4.5 · budget 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.