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 · first-choice share
30%
Contested · Cleanlist 19%
30Insycle19Cleanlist17Dedupely34others
30% of first choices, contested.
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.
The 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
Show the six products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
Insycle vs DedupelyInsycle vs CloudingoCleanlist vs ZoomInfo OperationsCleanlist vs DemandToolsCleanlist vs DedupelyCleanlist vs CloudingoZoomInfo Operations vs DemandToolsZoomInfo Operations vs DedupelyZoomInfo Operations vs CloudingoDemandTools vs DedupelyDemandTools vs CloudingoDedupely vs Cloudingo
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Insycle30%
Insycle30%02Cleanlist19%
Cleanlist19%03Dedupely17%
Dedupely17%04Koalify13%
Koalify13%05HubSpot Operations Hub6%
HubSpot Operations Hub6%06DataGroomr2%
DataGroomr2%07Apollo.io2%
Apollo.io2%08OpenRefine2%
OpenRefine2%09WinPure Clean & Match0%
WinPure Clean & Match0%10LeadAngel0%
LeadAngel0%11Cloudingo0%
Cloudingo0%12DemandTools0%
DemandTools0%13ZoomInfo0%
ZoomInfo0%14ZoomInfo Operations0%
ZoomInfo Operations0%What 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 4.20, 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.
Informatica Data Quality89%
8 of 9 labels negative · 8 of 12 models · 7 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
ZoomInfo67%
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
DemandTools43%
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 Operations69%
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
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
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. 288 links across 114 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.
vendor site · Clearout13 answers · 16 citations · 3 models
12 answers · 20 citations · 4 models
vendor site · Cleanlist8 answers · 18 citations · 3 models
vendor site · Cognism8 answers · 10 citations · 2 models
vendor site · LeadAngel8 answers · 9 citations · 3 models
6 answers · 8 citations · 2 models
vendor site · ZoomInfo6 answers · 7 citations · 2 models
vendor site · Integrate6 answers · 6 citations · 3 models
vendor site · Reddit5 answers · 7 citations · 2 models
5 answers · 5 citations · 2 models
vendor site · Koalify4 answers · 6 citations · 1 model
vendor site · Data Ladder4 answers · 5 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.
13 answers · 3 models
8 answers · 3 models
7 answers · 2 models
6 answers · 2 models
6 answers · 2 models
6 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 1 model
4 answers · 3 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best crm data quality and deduplication tool”, “crm data quality and deduplication tool”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Insycle insycle.com | 30% | 157 | 480 | 4 | 13,246 | ||
| Cleanlist cleanlist.ai | 19% | 22 | 1,900 | 0 | 16,279 | 3 | 3 |
| dedupe dedupe.ly Dedupely 17%, dedupe 2% | 19% | 88 | 210 | 178 | 421 | 7 | |
| Koalify koalify.io | 13% | 8 | 1,300 | 2 | 403 | 5 | |
| HubSpot parent site HubSpot Operations Hub 6%, HubSpot Breeze Intelligence 0% | 6% | 202 | 368,000 | 9,776 | |||
| DataGroomr datagroomr.com | 2% | 21 | 320 | 0 | 517 | 17 | |
| Apollo.io apollo.io | 2% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| EazyMatch AI | 2% | ||||||
| OpenRefine openrefine.org | 2% | 35 | 1,900 | 25 | 4,409 | ||
| Salesforce parent site Salesforce Duplicate Management 2% | 2% | 41 | 550,000 | 60,632 |
Google's top ten for the two searches hold 15 sites; 3 of them are among the sites the models cited here (cleanlist.ai, integrate.io, reddit.com). The first result for “best crm data quality and deduplication tool” is transformsolution.com.
How 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.ShowHide
How 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.
ShowHideModelDirect“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 AIInsycleChangedApollo.io, CleanlistDedupelyno first choiceagainst: Apollo.io, HubSpot Operations Hub, Openprise, ZoomInfo Operations
Three alternatives
DemandTools, Insycle, WinPure Clean & MatchTwo alternatives
LeadAngel, WinPure Clean & MatchFour alternatives
Cloudingo, DemandTools, NeverBounce, ZoomInfo OperationsOne alternative
WinPure Clean & MatchGPT-5.4 miniInsycleHubSpot Operations HubChangedInsycleDataGroomr, dedupeno first choicenothing named
Three alternatives
DataGroomr, Dedupely, HubSpot Operations HubTwo alternatives
Cloudingo, Salesforce Duplicate ManagementThree alternatives
Data8, DemandTools, HubSpot Operations HubOne alternative
HubSpot Operations HubGemini 3.5 FlashInsycleInsycleHeldagainst: DemandTools, ZoomInfo OperationsOSInsycleDedupely, Koalifyagainst: DemandTools, Native CRM Tools, Openprise, ZoomInfo OperationsKoalifyagainst: Insycleagainst: 6sense, Acceldata, Anomalo, Cognism, DemandTools, IBM InfoSphere, Informatica Data Quality, LeanData, Monte Carlo, SAS Data Quality, Talend, ZoomInfo, ZoomInfo Operations
Four alternatives
Clearout, Dedupely, EazyMatch AI, KoalifyThree alternatives
Clearout, Dedupely, HubSpot Operations HubFour alternatives
Clay, Clearout, Dedupely, EazyMatch AITwo alternatives
DataReconIQ, InsycleFive alternatives
Cloudingo, DataGroomr, Dedupely, Findymail CRM Datacare, Plauti DeduplicatePerplexity SonarCleanlistagainst: Apollo.io, HubSpot Operations HubInsycleChangedCleanlistInsycleagainst: DemandToolsno first choiceagainst: DemandTools, Dun & Bradstreet Optimizer, IBM InfoSphere QualityStage, Reltio, ZoomInfo
Two alternatives
DemandTools, InsycleThree alternatives
Cleanlist, LeadAngel, WinPure Clean & MatchFive alternatives
Cloudingo, DemandTools, HubSpot Breeze Intelligence, HubSpot Operations Hub, InsycleTwo alternatives
Cleanlist, WinPure Clean & MatchGrok 4.20Dedupely, KoalifyInsycleChangedInsycleagainst: DemandToolsKoalify, OpenRefineagainst: Cloudingo, DemandToolsInsycleagainst: Ataccama ONE, DemandTools, IBM InfoSphere, Informatica Data Quality, Insycle, Integrate.io, Talend, Trifacta, ZoomInfo, ZoomInfo Operations
One alternative
InsycleThree alternatives
Cleanlist, Dedupely, KoalifyTwo alternatives
Cleanlist, DedupelySix alternatives
Dedupely, Duplicate Check, HubSpot Operations Hub, No Duplicates, Pipedrive, Salesforce Duplicate ManagementFour alternatives
Cloudingo, Dedupely, DemandTools, WinPure Clean & MatchMistral SmallCleanlistCleanlistHeldInsycleDedupelyno first choiceagainst: Cloudingo, DemandTools, Informatica Data Quality, Precisely, Talend
Two alternatives
Dedupely, InsycleTwo alternatives
DemandTools, WinPure Clean & MatchFive alternatives
Apollo.io, Cleanlist, DemandTools, Findymail CRM Datacare, HubSpot Operations HubSix alternatives
Cleanlist, DataGroomr, HubSpot Operations Hub, Insycle, Koalify, Pipedrive Native DeduplicationDeepSeek V4 FlashKoalifyagainst: DemandTools, Salesforce Duplicate ManagementInsycleChangedagainst: DemandTools, OpenRefine, Openprise, ZoomInfo OperationsCleanlistagainst: Clay, OpenRefineKoalifyagainst: Cloudingo, Insycle, ZoomInfo OperationsHubSpot Operations Hub, Salesforce Duplicate Managementagainst: Syncari, ZoomInfo Operationsagainst: Apollo.io, Clay, Dropcontact, Kaspr, Lusha, Snov.io, ZoomInfo
Three alternatives
Dedupely, EazyMatch AI, InsycleOne alternative
CloudingoThree alternatives
Apollo.io, Dedupely, InsycleFour alternatives
DataGroomr, Dedupely, HubSpot Operations Hub, PipedriveSeven alternatives
Apollo.io, Cleanlist, Cloudingo, DataGroomr, Dedupely, Insycle, KoalifyLlama 4 Maverickno first choiceCleanlistChangedApollo.io, Cleanlist, LushaCleanlistCleanlistagainst: Informatica Data Quality
Three alternatives
Insycle, LeadAngel, WinPure Clean & MatchTwo alternatives
Cognism, ZoomInfoThree alternatives
DemandTools, Insycle, LeadAngelFour alternatives
Apollo.io, DemandTools, ZoomInfo, ZoomInfo OperationsQwen 3.7 FlashDedupelyagainst: Informatica Data Quality, ZoomInfo OperationsCleanlistChangedagainst: Salesforce Duplicate ManagementInsycleagainst: ClayApollo.ioInsycleagainst: Data Ladder, LeadAngel, Talend Data Qualityagainst: Apollo.io, Clay, ZoomInfo
Four alternatives
Cleanlist, DataGroomr, DemandTools, InsycleOne alternative
ClayFour alternatives
CUFinder, Cleanlist, Findymail CRM Datacare, HubSpot Operations HubFour alternatives
Doctus, HubSpot Operations Hub, Kickbox, Lofty AITwo alternatives
Dedupely, Plauti Duplicate CheckKimi K2Dedupelyagainst: CloudingoInsycleChangedagainst: DemandTools, LeadAngelClearoutDatablistInsycleagainst: Alteryx, Apollo.io, Cognism, Data.com, DemandTools, IBM InfoSphere QualityStage, Informatica Data Quality, OpenRefine, SAP Data Services, SAS Data Management, Salesforce Einstein, Trifacta, ZoomInfo
Three alternatives
DataGroomr, Duplicate Check, InsycleThree alternatives
Cleanlist, Clearout, WinPure Clean & MatchFive alternatives
Apollo.io, CUFinder, DemandTools, Insycle, OpenRefineTwo alternatives
Dedupely, OpenRefineFour alternatives
Clearout, DemandTools, Plauti Deduplicate, ZoomInfo OperationsGLM 4.7 FlashXHubSpot Operations Hubagainst: DemandToolsInsycleChangedInsycleagainst: DemandToolsDedupelyagainst: HubSpot Operations HubInsycleagainst: Ataccama ONE, Clay, Dedupely, IBM InfoSphere Information Server, Informatica Data Quality, Insycle, Openprise, Oracle Enterprise Data Quality, Plauti Deduplicate, SAS Data Quality, Talend Cloud, Trifacta, WinPure Clean & Match, ZoomInfo, ZoomInfo Operations
Three alternatives
Clearout, Insycle, NeverBounceThree alternatives
Cleanlist, LeadAngel, Zoho DataprepFour alternatives
Apollo.io, Cleanlist, Cloudingo, LushaTwo alternatives
OpenRefine, n8n Workflow AutomationSix alternatives
Cleanlist, Clearout, DemandTools, Findymail, Integrate.io, ZoomInfo OperationsMiniMax M2.5DedupelyCleanlistChangedCleanlistCleanlistno first choiceagainst: Ataccama ONE, Cloudingo, DemandTools, Informatica Data Quality, Insycle, Trifacta, Validity BriteVerify, ZoomInfo, ZoomInfo Operations
Three alternatives
Cleanlist, Insycle, LeadAngelThree alternatives
LeadAngel, WinPure Clean & Match, Zoho DataprepThree alternatives
Apollo.io, DemandTools, InsycleThree alternatives
Insycle, LeadAngel, Plauti Duplicate CheckBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:41 | yes | 11 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:16 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:19 | yes | 10 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 04:33 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:00 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:39 | yes | 0 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:50 | yes | 0 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:55 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:20 | yes | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:27 | yes | 0 | 44 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:35 | yes | 0 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:39 | yes | 0 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:38 | yes | 8 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:32 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:21 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:56 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:53 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:57 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:01 | yes | 0 | 44 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:09 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:17 | yes | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:39 | yes | 0 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:40 | yes | 0 | 105 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:35 | yes | 0 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:41 | yes | 8 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:06 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:12 | yes | 18 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:00 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:45 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:01 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:29 | yes | 0 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:54 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:18 | yes | 0 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:27 | yes | 0 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:24 | yes | 0 | 21 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:21 | yes | 0 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:11 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:54 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:53 | yes | 18 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:25 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:20 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:01 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:48 | yes | 0 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:44 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:59 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:55 | yes | 0 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:13 | yes | 0 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:34 | yes | 0 | 13 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:14 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:19 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:40 | yes | 12 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 23:07 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:35 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:18 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:48 | yes | 0 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:31 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:55 | yes | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:50 | yes | 0 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:43 | yes | 0 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:32 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:43 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:55 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:20 | yes | 23 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:20 | yes | 20 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:09 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:31 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:35 | yes | 0 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:06 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:06 | yes | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:41 | yes | 0 | 59 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:17 | yes | 0 | 79 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:55 | yes | 0 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Ataccama read as Ataccama ONE
Findymail Datacare read as Findymail CRM Datacare
HubSpot read as HubSpot Operations Hub
HubSpot Data Hub read as HubSpot Operations Hub
HubSpot Data Quality Tools (Built-in) read as HubSpot Operations Hub
HubSpot Native Deduplication read as HubSpot Operations Hub
HubSpot Ops Hub read as HubSpot Operations Hub
HubSpot deduplication read as HubSpot Operations Hub
HubSpot deduplication tools read as HubSpot Operations Hub
HubSpot native read as HubSpot Operations Hub
HubSpot's built-in duplicate manager read as HubSpot Operations Hub
HubSpot's data quality / duplicate management tools read as HubSpot Operations Hub
HubSpot's dedupe read as HubSpot Operations Hub
Informatica read as Informatica Data Quality
Informatica (Cloud Data Quality or IDMC) read as Informatica Data Quality
Informatica Cloud Data Quality read as Informatica Data Quality
Plauti read as Plauti Deduplicate
Plauti (Duplicate Check) read as Plauti Deduplicate
Qlik Talend read as Talend Data Quality
Salesforce read as Salesforce Duplicate Management
Salesforce's native Duplicate Management read as Salesforce Duplicate Management
WinPure read as WinPure Clean & Match
Unresolved, counted raw
Cleanbox
Data.com (Salesforce)
DataChecker Pro
Doctus
IBM InfoSphere Information Server
Lofty AI
Native CRM Tools
Pipedrive Native Deduplication
SAS Data Management
SF Duplicate Check
Salesforce Data Loader
SearchReplace (HubSpot only)
Talend Cloud
Wizard
n8n Workflow Automation
Discontinued, still offered
No shut-down product was recommended here.