{
  "schema_version": "1.0.0",
  "title": "CRM Data Quality and AI Readiness Statistics",
  "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/",
  "published": "2026-09-12",
  "modified": "2026-09-12",
  "accessed": "2026-09-12",
  "language": "en",
  "scope": "Selected marketing and CRM survey respondents; self-reported experiences, not audited customer databases",
  "geography": "Validity 2026: United States, United Kingdom, Brazil, Australia and New Zealand; other survey coverage stated per row",
  "observation_period": "2025 and 2026 report editions; Validity fieldwork dates not disclosed in the public summaries",
  "editorial_owner": "Workspace369 editorial team",
  "review_cadence": "Review quarterly and when a cited producer releases a replacement study. Next editorial review: December 2026. Retain historical model versions and observation dates.",
  "attribution": "Reported observations belong to the original producers. Workspace369 is responsible for the compilation and explicitly labeled calculations, not an original survey.",
  "methodology": [
    "Workspace369 assembled a question-and-denominator comparison from public original-producer summaries and Salesforce’s report. No gated report was accessed through a workaround.",
    "Unknown fieldwork dates and question-specific sample sizes remain explicitly unknown. The two Validity editions are not a matched time series.",
    "The reusable contribution is a structured evidence ledger distinguishing readiness, perceptions, reported impacts and data-quality estimates. We did not audit participant databases or collect a new survey."
  ],
  "limitations": [
    "All three reports are vendor-sponsored. Respondents may misestimate data quality or attribute business outcomes to it without isolating other causes.",
    "A share of respondents reporting losses is not a loss rate, a share of records failing validation, or proof that AI caused the loss.",
    "The public summaries provide selected results rather than complete questionnaires or microdata. No confidence interval or margin of error is invented."
  ],
  "sources": [
    {
      "id": "validity26",
      "publisher": "Validity",
      "title": "State of CRM Data Management in 2026: publisher-issued findings",
      "url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "publicationDate": "2026-08-25",
      "accessed": "2026-09-12",
      "primarySource": true,
      "license": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer."
    },
    {
      "id": "validity25",
      "publisher": "Validity",
      "title": "State of CRM Data Management in 2025: public report summary",
      "url": "https://www.validity.com/resource-center/the-state-of-crm-data-management-in-2025/",
      "publicationDate": null,
      "accessed": "2026-09-12",
      "primarySource": true,
      "license": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer."
    },
    {
      "id": "salesforce",
      "publisher": "Salesforce Research",
      "title": "State of Sales, seventh edition (2026 report; August–September 2025 survey)",
      "url": "https://www.salesforce.com/en/wp-content/uploads/sites/4/documents/reports/sales/salesforce-state-of-sales-report-2026.pdf",
      "publicationDate": null,
      "accessed": "2026-09-12",
      "primarySource": true,
      "license": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer."
    }
  ],
  "statistics": [
    {
      "stat_id": "ready",
      "claim": "Validity 2026 respondents reporting crm data very well prepared for ai: 21% (2026 report; fieldwork dates undisclosed).",
      "value": 21,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Those consequences",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
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      "standard_error_percentage_points": null,
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#ready",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "owner",
      "claim": "Validity 2026 respondents reporting dedicated governance team or owner for privacy and regulatory risk: 41% (2026 report; fieldwork dates undisclosed).",
      "value": 41,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Despite that exposure",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#owner",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "revenue",
      "claim": "Validity 2026 respondents reporting revenue loss attributed to poor crm data: 62% (2026 report; fieldwork dates undisclosed).",
      "value": 62,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Poor CRM data",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#revenue",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "compliance",
      "claim": "Validity 2026 respondents reporting some compliance exposure attributed to poor data: 63% (2026 report; fieldwork dates undisclosed).",
      "value": 63,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Poor CRM data",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#compliance",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "campaigns",
      "claim": "Validity 2026 respondents reporting delayed or canceled campaigns attributed to poor data: 67% (2026 report; fieldwork dates undisclosed).",
      "value": 67,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Poor CRM data",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#campaigns",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "monitoring",
      "claim": "Validity 2026 respondents reporting continuous automated data monitoring as the top confidence improvement: 39% (2026 report; fieldwork dates undisclosed).",
      "value": 39,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Marketers point to a clear fix",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
      "input_source_urls": [],
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#monitoring",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "consolidation",
      "claim": "Validity 2026 respondents reporting unified platform as the top confidence improvement: 23% (2026 report; fieldwork dates undisclosed).",
      "value": 23,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Marketers point to a clear fix",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
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    },
    {
      "stat_id": "validation",
      "claim": "Validity 2026 respondents reporting third-party validation or enrichment as the top confidence improvement: 19% (2026 report; fieldwork dates undisclosed).",
      "value": 19,
      "unit": "percent",
      "population": "Surveyed B2B/B2C marketing professionals reporting on their organizations",
      "geography": "United States, United Kingdom, Brazil, Australia and New Zealand",
      "observation_period": "2026 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2026: publisher-issued findings",
      "source_url": "https://www.prnewswire.com/news-releases/validity-releases-state-of-crm-data-management-in-2026-report-revealing-marketers-trust-in-their-data-hasnt-caught-up-with-their-ai-goals-302858962.html",
      "source_locator": "Release paragraph beginning Marketers point to a clear fix",
      "publication_date": "2026-08-25",
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Vendor-sponsored survey of 500 B2B/B2C marketing professionals in five countries. Public summary does not disclose field dates, weighting, item-specific sample sizes or confidence intervals. Percentages describe responses, not independently audited organizations.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#validation",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "earlier-loss",
      "claim": "Validity 2025 CRM respondents reporting revenue loss from poor data: 37% (2025 report; fieldwork dates undisclosed).",
      "value": 37,
      "unit": "percent",
      "population": "602 CRM users and stakeholders; individual item base undisclosed",
      "geography": "Not specified in the public summary",
      "observation_period": "2025 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2025: public report summary",
      "source_url": "https://www.validity.com/resource-center/the-state-of-crm-data-management-in-2025/",
      "source_locator": "Public summary, first finding",
      "publication_date": null,
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Original publisher summary. Full report is form-gated; no form was submitted and no unavailable tables were used.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
      "input_source_urls": [],
      "standard_error_percentage_points": null,
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      "age_years": null,
      "surviving_establishments": null,
      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#earlier-loss",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "earlier-accuracy",
      "claim": "Validity 2025 respondents estimating fewer than half of CRM records accurate and complete: 76% (2025 report; fieldwork dates undisclosed).",
      "value": 76,
      "unit": "percent",
      "population": "602 CRM users and stakeholders; individual item base undisclosed",
      "geography": "Not specified in the public summary",
      "observation_period": "2025 report; fieldwork dates undisclosed",
      "publisher": "Validity",
      "source_title": "State of CRM Data Management in 2025: public report summary",
      "source_url": "https://www.validity.com/resource-center/the-state-of-crm-data-management-in-2025/",
      "source_locator": "Public summary, second finding",
      "publication_date": null,
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Respondents estimate record quality; this is not an independent database audit or the percentage of all records that are inaccurate.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
      "input_source_urls": [],
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#earlier-accuracy",
      "evidence_type": "Respondent estimate",
      "qualifier": null,
      "significance": null
    },
    {
      "stat_id": "sales-quality",
      "claim": "Agent-using sales professionals report data issues hurting sales: 46% (August–September 2025).",
      "value": 46,
      "unit": "percent",
      "population": "Sales professionals with AI agents",
      "geography": "22 surveyed countries",
      "observation_period": "August–September 2025",
      "publisher": "Salesforce Research",
      "source_title": "State of Sales, seventh edition (2026 report; August–September 2025 survey)",
      "source_url": "https://www.salesforce.com/en/wp-content/uploads/sites/4/documents/reports/sales/salesforce-state-of-sales-report-2026.pdf",
      "source_locator": "Page 15, bottom statement",
      "publication_date": null,
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Salesforce seventh-edition survey; overall sample 4,050 sales professionals. Subgroup sample sizes not supplied beside these findings.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
      "input_source_urls": [],
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      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#sales-quality",
      "evidence_type": "Survey self-report",
      "qualifier": null,
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    },
    {
      "stat_id": "sales-security",
      "claim": "Sales professionals report security concerns delaying AI initiatives: 51% (August–September 2025).",
      "value": 51,
      "unit": "percent",
      "population": "Sales-professional respondents",
      "geography": "22 surveyed countries",
      "observation_period": "August–September 2025",
      "publisher": "Salesforce Research",
      "source_title": "State of Sales, seventh edition (2026 report; August–September 2025 survey)",
      "source_url": "https://www.salesforce.com/en/wp-content/uploads/sites/4/documents/reports/sales/salesforce-state-of-sales-report-2026.pdf",
      "source_locator": "Page 15, bottom statements",
      "publication_date": null,
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Salesforce seventh-edition survey; overall sample 4,050 sales professionals. Subgroup sample sizes not supplied beside these findings.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
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    },
    {
      "stat_id": "sales-hygiene",
      "claim": "AI-using sales teams prioritize data hygiene: 74% (August–September 2025).",
      "value": 74,
      "unit": "percent",
      "population": "Sales teams with AI, as reported by respondents",
      "geography": "22 surveyed countries",
      "observation_period": "August–September 2025",
      "publisher": "Salesforce Research",
      "source_title": "State of Sales, seventh edition (2026 report; August–September 2025 survey)",
      "source_url": "https://www.salesforce.com/en/wp-content/uploads/sites/4/documents/reports/sales/salesforce-state-of-sales-report-2026.pdf",
      "source_locator": "Page 17, left headline",
      "publication_date": null,
      "accessed_date": "2026-09-12",
      "primary_source": true,
      "method_notes": "Salesforce seventh-edition survey; overall sample 4,050 sales professionals. Subgroup sample sizes not supplied beside these findings.",
      "license_notes": "Selected factual observations paraphrased with attribution. No source report, chart, participant data or proprietary database is redistributed; source rights remain with its producer.",
      "status": "verified",
      "kind": "reported",
      "formula": null,
      "input_stat_ids": [],
      "input_source_urls": [],
      "standard_error_percentage_points": null,
      "standard_error_locator": null,
      "cohort": null,
      "age_years": null,
      "surviving_establishments": null,
      "canonical_url": "https://workspace369.com/research/crm-data-quality-ai-readiness-statistics/#sales-hygiene",
      "evidence_type": "Survey self-report",
      "qualifier": null,
      "significance": null
    }
  ]
}