| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| CRM data quality and deduplication | Revenue operations | 10% | 3 of 99 | 16% | 51 | accepted challenger | ▲+3Since September 2026: 6% → 10%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| CRM data quality | 6% | 10% | ▲+3Since September 2026: 6% → 10%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 → 3 of 99 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 0 | 1 | 3 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 2 | 6 |
| Perplexity Sonar | 2 | 2 | 0 | 0 | 4 |
| Grok 4.20 | 1 | 2 | 1 | 1 | 5 |
| Mistral Small | 1 | 1 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 1 | 2 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 4 | 0 | 5 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 3 | 4 |
| Kimi K2 | 2 | 2 | 0 | 1 | 5 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 2 | 2 | 0 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“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 · CRM data quality · 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 · CRM data quality · 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 · CRM data quality · comparative prompt · first choice
“Choose DemandTools if your CRM is mostly Salesforce and duplicate prevention is the biggest pain point.” Perplexity Sonar · CRM data quality · comparative prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“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 · CRM data quality · negative prompt · hard negative
“Avoid heavy, platform-level orchestration engines (like Openprise) or rigid legacy suites (like DemandTools)” Gemini 3.5 Flash · CRM data quality · 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 · CRM data quality · budget prompt · soft negative
“Salesforce-only or single-CRM lock-in (e.g., Cloudingo, RingLead/DemandTools): Great for SFDC but adds complexity/cost for multi-CRM” Grok 4.20 · CRM data quality · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 152 of the 155 answers that named DemandTools and are not a share of its labels.
662 of the 662 domain citations in answers naming DemandTools came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 292 | 9 | 2026-09-23 | CRM, Email verification | |
| Conference or event | 227 | 0 | 2023-05-24 | CRM | |
| Case study | 79 | 0 | 2025-11-11 | ||
| Webinar or virtual event | 67 | 0 | 2025-08-21 | CRM | |
| Glossary or explainer | 27 | 0 | 2026-01-23 | Enrichment, CRM | |
| Comparison | 6 | 1 | 2026-09-18 | ||
| Template or tool | 4 | 0 | 2026-04-29 | ||
| News or press | 2 | 1 | 2026-09-09 |
Every page validity.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name CRM (28); 0 name the category the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What DemandTools's own pages state, read September 28, 2026: validity.com, trust.validity.com, validity.com/capabilities, validity.com/customers. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when DemandTools's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as DemandTools, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for DemandTools by email, built from the raw record of the edition. It shows:
DemandTools is among the products AI models recommend first in CRM data quality and deduplication this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.