CRM data quality and deduplication · October 2026 Edition
DemandTools vs Cloudingo
Two of fourteen models named DemandTools first on the direct prompt; one named Cloudingo. Both were named by all fourteen models and DemandTools carries 51 labels and Cloudingo 33, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share10%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate16%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 11; printed, not drawn.
Labels5133A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, DemandTools reading right to left. Rank and label count are printed, not drawn.Insycle was named alongside these two in nine of the fourteen direct answers. Insycle vs DemandTools · Insycle vs Cloudingo · Dedupely vs DemandTools
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.
DemandToolsFirst choices, of fourteen modelsCloudingo
Direct21
Paraphrase21
Comparative80
Budget-constrained102 against DemandTools · 2 against Cloudingo
Scale-constrained001 against DemandTools
Negative015 against DemandTools · 2 against Cloudingo
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 October 2026 Edition, DemandTools and Cloudingo were named in the same answer seventy-four times, of the 155 answers naming DemandTools and the 96 naming Cloudingo. In those answers Cloudingo took the first choice nine times and DemandTools twelve.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where DemandTools and Cloudingo 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 | | | | |
DemandTools Cloudingo first choice named as an alternative argued againstblank: not namedEach cell is one answer, DemandTools on the left and Cloudingo on the right.The direct prompt
The plain question, one answer per model, grouped by where DemandTools and Cloudingo stood in it.
DemandTools first, Cloudingo an alternative
2 of 14 modelsCloudingo was named in the answer but not as the choice, or not at all.Claude Haiku 4.5DemandTools alternatives: Cloudingo, Dedupely, HubSpot's native duplicate management tool, Integrate.io, Openprise, ZoomInfo
Kimi K2DemandTools, Insycle
Cloudingo first, DemandTools an alternative
1 of 14 modelsDemandTools was named in the answer but not as the choice, or not at all.Muse Glimmer 30BCloudingo, Insycle alternatives: Cleanlist, DemandTools
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.GPT-5.4 miniInsycle alternatives: Cloudingo, DemandTools, ZoomInfo Operations
Gemini 3.5 FlashInsycle alternatives: Cloudingo, DemandTools, Koalify
Perplexity SonarCleanlist alternatives: DemandTools, HubSpot Operations Hub, ZoomInfo Operations
Grok 4.20Insycle alternatives: Cleanlist, Cloudingo, DemandTools
Mistral SmallCleanlist alternatives: Cloudingo, DemandTools, WinPure Clean & Match
DeepSeek V4 FlashInsycle alternatives: Cleanlist, DemandTools
Llama 4 MaverickCleanlist alternatives: DemandTools, HubSpot Operations Hub, Salesforce Duplicate Management
GLM 4.7 FlashXInsycle alternatives: Cloudingo, DemandTools, MatchLogic, ZoomInfo Operations
MiniMax M2.5Tofu alternatives: Cleanlist, Cloudingo, Insycle
GPT-6 LunaInsycle alternatives: Cloudingo, DemandTools, HubSpot"s native data-quality tools
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Qwen 3.7 FlashDatagma alternatives: Apption, FullContact, HubSpot Breeze Intelligence
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
DemandTools leads by four points.
DemandTools4%#6 of 13Cloudingo0%#11 of 13Mid-marketThe figures above
DemandTools leads by six points.
DemandTools10%#3 of 11Cloudingo4%#5 of 11Enterprise
DemandTools leads by fourteen points.
DemandTools33%#1 of 11Cloudingo19%#2 of 11What 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.
“The interface is widely noted as outdated compared to more modern competitors, and it's not well-suited for single-record edits” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid heavy, platform-level orchestration engines (like Openprise) or rigid legacy suites (like DemandTools)” Gemini 3.5 Flash · negative prompt · hard negative
“Enterprise data quality suites like DemandTools, RingLead, or Cloudingo are powerful, but they often require annual commitments ranging from $2,500 to over $10,000.” Gemini 3.5 Flash · budget prompt · soft negative
“DemandTools is the most established native Salesforce data quality platform... best for mid-market to enterprise Salesforce teams that need a comprehensive data quality suite” Claude Haiku 4.5 · direct prompt · first choice
“Dedupely for HubSpot/Pipedrive users or DemandTools for Salesforce users, because both are explicitly positioned as low-cost deduplication tools” Perplexity Sonar · budget prompt · first choice
“It's the most versatile and mature tool (20+ years of evolution), trusted by administrators who want fine-grained control” DeepSeek V4 Flash · comparative prompt · first choice
What the models said about Cloudingo
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 ... Cloudingo (~$2,500/yr) unless you have large Salesforce databases” DeepSeek V4 Flash · budget prompt · hard negative
“Dedupely, Cloudingo, etc., need careful ruleset tuning to avoid over-merging (data loss) or under-merging” Grok 4.20 · negative prompt · soft negative
“many popular third-party tools (like Cloudingo) start at $2,500/year” Gemini 3.5 Flash · budget prompt · soft negative
“Salesforce-only and want set-and-forget merging with undo: Cloudingo is the most cited workhorse” Muse Glimmer 30B · direct prompt · first choice
“Salesforce only and you want enterprise-grade, automated prevention: DemandTools or Cloudingo.” Muse Glimmer 30B · paraphrase prompt · first choice
“look at cloud-native, user-friendly tools like Cloudingo, Insycle, or DataGroomr” Gemini 3.5 Flash · negative prompt · first choice
Also compared
Insycle vs DemandToolsInsycle vs CloudingoDedupely vs DemandToolsDedupely vs CloudingoDemandTools vs CleanlistDemandTools vs DataGroomrDemandTools vs ZoomInfo OperationsCleanlist vs CloudingoCloudingo vs DataGroomrCloudingo vs ZoomInfo OperationsAll 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.