CRM data quality and deduplication · November 2026 Edition
Insycle vs DemandTools
Eleven of fourteen models named Insycle first on the direct prompt; one named DemandTools. Both were named by all fourteen models and Insycle carries 58 labels and DemandTools 57, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share50%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 13; printed, not drawn.
Labels5857A 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.Dedupely was named alongside these two in ten of the fourteen direct answers. Insycle vs Dedupely · Insycle vs Cleanlist · Insycle vs ZoomInfo Operations
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 modelsDemandTools
Direct111
Paraphrase1011 against DemandTools
Comparative37
Budget-constrained201 against Insycle · 2 against DemandTools
Scale-constrained10
Negative101 against Insycle · 10 against DemandTools
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, Insycle and DemandTools were named in the same answer 112 times, of the 167 answers naming Insycle and the 159 naming DemandTools. In those answers DemandTools took the first choice twenty-seven times and Insycle fifty-two.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Insycle and DemandTools 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 DemandTools first choice named as an alternative argued againstblank: not namedEach cell is one answer, Insycle on the left and DemandTools on the right.The direct prompt
The plain question, one answer per model, grouped by where Insycle and DemandTools stood in it.
Insycle first, DemandTools an alternative
11 of 14 modelsDemandTools 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
DemandTools first, Insycle an alternative
1 of 14 modelsInsycle was named in the answer but not as the choice, or not at all.Claude Haiku 4.5DemandTools alternatives: Cloudingo, Dedupely, Insycle, LeadAngel, ZoomInfo Operations
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.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 forty-five points.
Insycle51%#1 of 11DemandTools6%#4 of 11Mid-marketThe figures above
Insycle leads by forty-six points.
Insycle50%#1 of 13DemandTools4%#3 of 13Enterprise
The order flips: DemandTools leads at enterprise.
DemandTools40%#1 of 11Insycle17%#2 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 DemandTools
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Why to avoid: A G2 review highlights specific friction points: "poor interface design," "slow loading times," and a "steep learning curve."” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid for Tight Budgets: Enterprise options like DemandTools (by Validity), ZoomInfo, or WinPure” Grok 4.20 · budget prompt · hard negative
“Why cautious? It's frequently the top-rated for enterprise Salesforce deduplication... Steep learning curve and poor interface design” Grok 4.20 · negative prompt · soft negative
“DemandTools is the go-to for Salesforce-native data quality, offering mass deduplication, standardization, and data imports directly inside Salesforce” Claude Haiku 4.5 · direct prompt · first choice
“described as the "enterprise-grade data quality engine tens of thousands of Salesforce admins trust." It deduplicates across any object” Muse Glimmer 30B · comparative prompt · first choice
“Choose Validity DemandTools or Cloudingo if you run primarily on Salesforce and need heavy-duty, granular batch cleanup capabilities.” Gemini 3.5 Flash · comparative prompt · first choice
Also compared
Insycle vs DedupelyInsycle vs CleanlistInsycle vs ZoomInfo OperationsInsycle vs ZoomInfoInsycle vs OpenRefineDedupely vs DemandToolsDemandTools vs CleanlistDemandTools vs ZoomInfo OperationsDemandTools vs ZoomInfoDemandTools 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.