CRM data quality and deduplication · November 2026 Edition
Insycle vs OpenRefine
Eleven of fourteen models named Insycle first on the direct prompt; zero named OpenRefine. Insycle was named by fourteen of the fourteen models and OpenRefine by ten and Insycle carries 58 labels and OpenRefine 16, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories this edition.
First-choice share50%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%44%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 13; printed, not drawn.
Labels5816A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Insycle reading right to left. Rank and label count are printed, not drawn.DemandTools was named alongside these two in eleven of the fourteen direct answers. Insycle vs Dedupely · Insycle vs DemandTools · Insycle vs Cleanlist
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
InsycleFirst choices, of fourteen modelsOpenRefine
Direct110
Paraphrase1001 against OpenRefine
Comparative301 against OpenRefine
Budget-constrained211 against Insycle · 1 against OpenRefine
Scale-constrained10
Negative101 against Insycle · 4 against OpenRefine
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Insycle and OpenRefine stood in it.
| 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 | | | | | |
Insycle OpenRefine first choice named as an alternative argued againstblank: not namedEach cell is one answer, Insycle on the left and OpenRefine on the right.The direct prompt
The plain question, one answer per model, grouped by where Insycle and OpenRefine stood in it.
Insycle first, OpenRefine not the choice
11 of 14 modelsOpenRefine was named in the answer but not as the choice, or not at all.GPT-5.4 miniInsycle alternatives: Cloudingo, DemandTools, HubSpot Operations Hub
Gemini 3.5 FlashInsycle alternatives: Clay, DataGroomr, Dedupely, Validity
Perplexity SonarInsycle alternatives: Cloudingo, DemandTools, Openprise, Tofu, ZoomInfo OperationsOS
Grok 4.20Insycle alternatives: Dedupely, DemandTools
Mistral SmallInsycle
DeepSeek V4 FlashInsycle alternatives: Cloudingo, Dedupely, DemandTools
Kimi K2Insycle alternatives: Cloudingo, Dedupely, DemandTools
GLM 4.7 FlashXInsycle alternatives: Cleanlist, Cloudingo, Dedupely, DemandTools
MiniMax M2.5Insycle alternatives: Cleanlist, Cloudingo, Dedupely
GPT-6 LunaInsycle alternatives: Cloudingo, DemandTools
Muse Glimmer 30BInsycle alternatives: Dedupely, DemandTools
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5DemandTools alternatives: Cloudingo, Dedupely, Insycle, LeadAngel, ZoomInfo Operations
Llama 4 MaverickCleanlist alternatives: Dedupely, DemandTools, Findymail CRM Datacare, Insycle
Qwen 3.7 FlashCleanlist alternatives: Clay, Dedupely, DemandTools, Insycle
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
Insycle leads by fifty-one points.
Insycle51%#1 of 11OpenRefine0%#10 of 11Mid-marketThe figures above
Insycle leads by forty-eight points.
Insycle50%#1 of 13OpenRefine2%#7 of 13Enterprise
Insycle leads by seventeen points.
Insycle17%#2 of 11OpenRefine0%#– of 11What the models said about Insycle
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“High cost for large accounts — Pricing scales poorly; users report it becomes very expensive” DeepSeek V4 Flash · negative prompt · soft negative
“rather than enterprise tools like DemandTools or Insycle” Muse Glimmer 30B · budget prompt · soft negative
“Insycle is a mature, rules-based tool for HubSpot and Salesforce data quality (dedupe, standardize, bulk operations).” Claude Haiku 4.5 · comparative prompt · first choice
“Insycle stands out as the best overall CRM data quality and deduplication tool for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“the recommended CRM data cleansing tool for a mid-sized B2B company is Insycle, as it is the clear leader” Llama 4 Maverick · paraphrase 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
Also compared
Insycle vs DedupelyInsycle vs DemandToolsInsycle vs CleanlistInsycle vs ZoomInfo OperationsInsycle vs ZoomInfoDedupely vs OpenRefineDemandTools vs OpenRefineCleanlist vs OpenRefineZoomInfo Operations vs OpenRefineZoomInfo vs OpenRefineAll twenty-one head-to-head pages and the full CRM data quality standing
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.