GTM AI Index
Index › Revenue operations › CRM data quality › Small business › September 2026 Edition

CRM data quality and deduplication for small business buyers

Asked as “CRM data quality and deduplication tool”, and as “CRM data cleansing tool”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Insycle
Contested
30% of first choices, contested.
ShowinginAll 73 categories →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessInsycle30%ContestedThis pageMid-marketInsycle34%ContestedStanding →EnterpriseDemandTools27%ContestedStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Insycle30%10%50accepted challenger
02Cleanlist19%0%36accepted challenger
03Dedupely17%4%28accepted challenger
04Koalify13%0%11accepted challenger
05DataGroomr2%0%12accepted challenger
06Apollo.io2%25%20criticized challenger
07OpenRefine2%30%10criticized challenger
Show the seven products at 0%, ordered by negative rate
14ZoomInfo Operations0%69%16criticized challenger
13ZoomInfo0%67%12criticized challenger
12DemandTools0%43%37criticized challenger
11Cloudingo0%29%17criticized challenger
10LeadAngel0%17%12accepted challenger
08HubSpot Operations Hub0%10%21accepted challenger
09WinPure Clean & Match0%9%11accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Insycle vs CleanlistInsycle vs ZoomInfo OperationsCleanlist vs ZoomInfo Operations

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
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05
06
07
08
09
10
11
12
13
14
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Insycle30%
02Cleanlist19%
03Dedupely17%
04Koalify13%
05DataGroomr2%
06Apollo.io2%
07OpenRefine2%
08HubSpot Operations Hub0%
09WinPure Clean & Match0%
10LeadAngel0%
11Cloudingo0%
12DemandTools0%
13ZoomInfo0%
14ZoomInfo Operations0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
ZoomInfo
67%
8 of 12 labels negative · 8 of 12 models · 5 hard negative
“You should avoid or scrutinize tools that rely solely on proprietary databases... **ZoomInfo** and **Apollo**) have reported user bounce rates between **15% and 25%**” Qwen 3.7 Flash, negative prompt
DemandTools
43%
16 of 37 labels negative · 8 of 12 models · 3 hard negative
“**avoid them for now**. They are designed for enterprise organizations” Gemini 3.5 Flash, paraphrase prompt
ZoomInfo Operations
69%
11 of 16 labels negative · 7 of 12 models · 7 hard negative
“RingLead has complexity and pricing issues, as the tool is designed for large organizations, meaning smaller businesses may find it too feature-heavy” Claude Haiku 4.5, negative prompt
Informatica
86%
6 of 7 labels negative · 6 of 12 models · 5 hard negative
“Tools to Avoid or Be Very Cautious About... Examples: Informatica, Talend, Precisely - Why to avoid: These are enterprise-grade tools requiring dedicated data engineers” Mistral Small, negative prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 193 links across 86 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.

g2.com
8 answers · 16 citations · 3 models
cognism.com
vendor site · Cognism8 answers · 10 citations · 2 models
clearout.io
vendor site · Clearout8 answers · 8 citations · 2 models
cleanlist.ai
vendor site · Cleanlist7 answers · 17 citations · 2 models
leadangel.com
vendor site · LeadAngel6 answers · 7 citations · 2 models
pipeline.zoominfo.com
vendor site · ZoomInfo6 answers · 7 citations · 2 models
integrate.io
vendor site · Integrate5 answers · 5 citations · 2 models
findymail.com
vendor site · Findymail4 answers · 5 citations · 1 model
worldmetrics.org
4 answers · 4 citations · 1 model
blog.insycle.com
vendor site · Insycle3 answers · 4 citations · 2 models
syncgtm.com
vendor site · SyncGTM3 answers · 4 citations · 1 model
validity.com
vendor site · Validity3 answers · 4 citations · 2 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

clearout.io/blog/crm-data-cleaning-solutions
8 answers · 2 models
cleanlist.ai/blog/2026-03-27-data-quality-tools
7 answers · 2 models
g2.com/categories/data-quality/f/crm
7 answers · 2 models
cleanlist.ai/blog/2026-05-12-best-database-cleaning-software
5 answers · 1 model
integrate.io/blog/top-10-data-cleansing-tools
5 answers · 2 models
pipeline.zoominfo.com/operations/data-cleansing-software
5 answers · 2 models
worldmetrics.org/service/crm-data-quality
4 answers · 1 model
cognism.com/blog/data-quality-software?hs_amp=true
3 answers · 1 model
findymail.com/blog/crm-data-quality
3 answers · 1 model
leadangel.com/blog/operations/data-cleanup-services
3 answers · 2 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best CRM data quality and deduplication tool for a small B2B company?”Paraphrase“Which CRM data cleansing tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top CRM data quality tools for a small team and how do they differ?”Budget-constrained“What is the best CRM data quality and deduplication tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a CRM data quality and deduplication tool. What should we look at?”Negative“Which CRM data quality tools should a small business avoid or be cautious about?”
Claude Haiku 4.5EazyMatch AI
Three alternativesDemandTools, Insycle, WinPure
InsycleChanged
Two alternativesLeadAngel, WinPure Clean & Match
Apollo.io, Cleanlist
Four alternativesCloudingo, DemandTools, NeverBounce, ZoomInfo Operations
Dedupely
One alternativeWinPure Clean & Match
no first choiceagainst: Apollo.io, HubSpot Operations Hub, Openprise, ZoomInfo Operations
GPT-5.4 miniInsycle
Three alternativesDataGroomr, Dedupely, HubSpot Operations Hub
HubSpot's data quality / duplicate management toolsChanged
Two alternativesCloudingo, Salesforce's native Duplicate Management
Insycle
Three alternativesData8, DemandTools, HubSpot Operations Hub
DataGroomr, dedupe
One alternativeHubSpot Operations Hub
no first choicenothing named
Gemini 3.5 FlashInsycle
Four alternativesClearout, Dedupely, EazyMatch AI, Koalify
InsycleHeld
Three alternativesClearout, Dedupely, HubSpot Operations Hub
against: DemandTools, ZoomInfo OperationsOSInsycle
Four alternativesClay, Clearout, Dedupely, EazyMatch AI
Dedupely, Koalify
Two alternativesDataReconIQ, Insycle
against: DemandTools, Native CRM Tools, Openprise, ZoomInfo OperationsKoalify
Five alternativesCloudingo, DataGroomr, Dedupely, Findymail Datacare, Plauti
against: Insycleagainst: 6sense, Acceldata, Anomalo, Cognism, DemandTools, IBM InfoSphere, Informatica, LeanData, Monte Carlo, SAS Data Quality, Talend, ZoomInfo, ZoomInfo Operations
Perplexity SonarCleanlist
Two alternativesDemandTools, Insycle
against: Apollo.io, HubSpot Operations HubInsycleChanged
Three alternativesCleanlist, LeadAngel, WinPure Clean & Match
Cleanlist
Five alternativesCloudingo, DemandTools, HubSpot Breeze Intelligence, HubSpot Operations Hub, Insycle
Insycle
Two alternativesCleanlist, WinPure Clean & Match
against: DemandToolsno first choiceagainst: DemandTools, Dun & Bradstreet Optimizer, IBM InfoSphere QualityStage, Reltio, ZoomInfo
Grok 4.1 FastDedupely, Koalify
One alternativeInsycle
InsycleChanged
Three alternativesCleanlist, Dedupely, Koalify
Insycle
Two alternativesCleanlist, Dedupely
against: DemandToolsKoalify, OpenRefine
Six alternativesDedupely, Duplicate Check, HubSpot Operations Hub, No Duplicates, Pipedrive, Salesforce Duplicate/Matching Rules
against: Cloudingo, DemandToolsInsycle
Four alternativesCloudingo, Dedupely, DemandTools, WinPure
against: Ataccama, DemandTools, IBM InfoSphere, Informatica, Insycle, Integrate.io, Talend, Trifacta, ZoomInfo, ZoomInfo Operations
Mistral SmallCleanlist
Two alternativesDedupely, Insycle
CleanlistHeld
Two alternativesDemandTools, WinPure Clean & Match
Insycle
Five alternativesApollo.io, Cleanlist, DemandTools, Findymail CRM Datacare, HubSpot Operations Hub
Dedupely
Six alternativesCleanlist, DataGroomr, HubSpot Native Deduplication, Insycle, Koalify, Pipedrive Native Deduplication
no first choiceagainst: Cloudingo, DemandTools, Informatica, Precisely, Talend
DeepSeek V4 FlashKoalify
Three alternativesDedupely, EazyMatch AI, Insycle
against: DemandTools, Salesforce Duplicate/Matching RulesInsycleChanged
One alternativeCloudingo
against: DemandTools, OpenRefine, Openprise, ZoomInfo OperationsCleanlist
Three alternativesApollo.io, Dedupely, Insycle
against: Clay, OpenRefineKoalify
Four alternativesDataGroomr, Dedupely, HubSpot Operations Hub, Pipedrive
against: Cloudingo, Insycle, ZoomInfo OperationsHubSpot's dedupe, Salesforce Duplicate Management
Seven alternativesApollo.io, Cleanlist, Cloudingo, DataGroomr, Dedupely, Insycle, Koalify
against: Syncari, ZoomInfo Operationsagainst: Apollo.io, Clay, Dropcontact, Kaspr, Lusha, Snov.io, ZoomInfo
Llama 4 Maverickno first choiceCleanlistChanged
Three alternativesInsycle, LeadAngel, WinPure Clean & Match
Apollo.io, Cleanlist, Lusha
Two alternativesCognism, ZoomInfo
Cleanlist
Three alternativesDemandTools, Insycle, LeadAngel
Cleanlist
Four alternativesApollo.io, DemandTools, ZoomInfo, ZoomInfo Operations
against: Informatica
Qwen 3.7 FlashDedupely
Four alternativesCleanlist, DataGroomr, DemandTools, Insycle
against: Informatica, ZoomInfo OperationsCleanlistChanged
One alternativeClay
against: Salesforce Duplicate/Matching RulesInsycle
Four alternativesCUFinder, Cleanlist, Findymail CRM Datacare, HubSpot Operations Hub
against: ClayApollo.io
Four alternativesDoctus, HubSpot Operations Hub, Kickbox, Lofty AI
Insycle
Two alternativesDedupely, Plauti Duplicate Check
against: Data Ladder, LeadAngel, Qlik Talendagainst: Apollo.io, Clay, ZoomInfo
Kimi K2Dedupely
Three alternativesDataGroomr, Duplicate Check, Insycle
against: CloudingoInsycleChanged
Three alternativesCleanlist, Clearout, WinPure Clean & Match
against: DemandTools, LeadAngelClearout
Five alternativesApollo.io, CUFinder, DemandTools, Insycle, OpenRefine
Datablist
Two alternativesDedupely, OpenRefine
Insycle
Four alternativesClearout, DemandTools, Plauti, ZoomInfo Operations
against: Alteryx, Apollo.io, Cognism, Data.com, DemandTools, IBM InfoSphere QualityStage, Informatica Cloud Data Quality, OpenRefine, SAP Data Services, SAS Data Management, Salesforce Einstein/AI features, Trifacta, ZoomInfo
GLM 4.7 FlashXHubSpot Data Quality Tools
Three alternativesClearout, Insycle, NeverBounce
against: DemandToolsInsycleChanged
Three alternativesCleanlist, LeadAngel, Zoho Dataprep
Insycle
Four alternativesApollo.io, Cleanlist, Cloudingo, Lusha
against: DemandToolsDedupely
Two alternativesOpenRefine, n8n Workflow Automation
against: HubSpot Native DeduplicationInsycle
Six alternativesCleanlist, Clearout, DemandTools, Findymail, Integrate.io, ZoomInfo Operations
against: Ataccama, Clay, Dedupely, IBM InfoSphere Information Server, Informatica Cloud Data Quality, Insycle, Openprise, Oracle Enterprise Data Quality, Plauti, SAS Data Quality, Talend Cloud, Trifacta, WinPure Clean & Match, ZoomInfo, ZoomInfo Operations
MiniMax M2.5Dedupely
Three alternativesCleanlist, Insycle, LeadAngel
CleanlistChanged
Three alternativesLeadAngel, WinPure Clean & Match, Zoho Dataprep
Cleanlist
Three alternativesApollo.io, DemandTools, Insycle
Cleanlist
Three alternativesInsycle, LeadAngel, Plauti Duplicate Check
no first choiceagainst: Ataccama, Cloudingo, DemandTools, Informatica, Insycle, Trifacta, Validity BriteVerify, ZoomInfo, ZoomInfo Operations
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 02:41yes119 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-14 23:16yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-15 04:19yes1023 s
Direct recommendationPerplexity Sonarsonar2026-09-15 04:33yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 00:00yes09 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-14 23:39yes07 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 01:50yes017 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 02:55yes01 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 04:20yes037 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:27yes044 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:35yes047 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 00:39yes021 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 00:38yes87 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-14 23:32yes34 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-15 03:21yes1423 s
ParaphrasePerplexity Sonarsonar2026-09-15 04:56yes204 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:53yes07 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-15 00:57yes06 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 04:01yes044 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:09yes02 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:17yes036 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-15 02:39yes039 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 03:40yes0105 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-14 23:35yes012 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 02:41yes88 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:06yes48 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-15 04:12yes1823 s
ComparativePerplexity Sonarsonar2026-09-15 03:00yes2011 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:45yes010 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-15 00:01yes09 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 01:29yes038 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:54yes02 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 04:18yes038 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-15 01:27yes041 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 03:24yes021 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 01:21yes029 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 00:11yes149 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 00:54yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-14 22:53yes1819 s
Budget constrainedPerplexity Sonarsonar2026-09-15 00:25yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:20yes08 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 01:01yes08 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-14 23:48yes016 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 01:44yes01 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 22:59no026 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:55yes032 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 02:13yes038 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 04:34yes013 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-14 23:14no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 03:19no05 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-15 00:40yes1221 s
Scale constrainedPerplexity Sonarsonar2026-09-14 23:07yes207 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 01:35yes08 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 04:18no05 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 03:48yes030 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 00:31yes03 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 22:55yes041 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 00:50yes029 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:43yes060 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 00:32no010 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:43yes188 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:55no03 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-15 02:20yes2324 s
Negative framingPerplexity Sonarsonar2026-09-15 00:20yes209 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 04:09yes08 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-15 01:31yes011 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 02:35yes024 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 02:06yes02 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 01:06yes028 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:41yes059 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 00:17yes079 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-14 22:55yes029 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
HubSpot read as HubSpot Operations Hub
HubSpot Data Hub read as HubSpot Operations Hub
HubSpot native read as HubSpot Operations Hub
Salesforce read as Salesforce Duplicate/Matching Rules
Unresolved, counted raw
Cleanbox
Data.com (Salesforce)
Data8
DataChecker Pro
Doctus
Full Enrich
HubSpot Data Quality Tools (Built-in)
HubSpot Ops Hub
HubSpot deduplication
HubSpot deduplication tools
HubSpot's built-in duplicate manager
HubSpot's data quality / duplicate management tools
HubSpot's dedupe
IBM InfoSphere Information Server
Lofty AI
Native CRM Tools
Pipedrive Native Deduplication
Qlik Talend
SAS Data Management
SF Duplicate Check
Salesforce Data Loader
Salesforce Einstein/AI features
Salesforce's native Duplicate Management
SearchReplace (HubSpot only)
Sweep
Talend Cloud
Wizard
n8n Workflow Automation
Discontinued, still offered
No shut-down product was recommended here.

Also in revenue operations

The other categories of this function, with the leader in each.
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