Data matching for B2B records: exact, fuzzy and probabilistic rules
Build safer B2B matching rules with separate company, person, employment and channel decisions, labelled evaluation and review controls.
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Practical reading for teams building better prospect lists, enriching their CRM and putting company intelligence to work.
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Published articles
10 articles
Data freshness in B2B enrichment: metrics, SLAs and stale-data controls
A practical enterprise method for measuring stale contact data, setting field-level thresholds and calculating current usable coverage.
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B2B buying committee mapping: roles, evidence and coverage
A practical enterprise method for mapping buying-group roles, resolving people, exposing gaps and measuring cost per usable role.
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B2B technographic data: evidence, freshness and better targeting
How enterprise RevOps teams can turn technology observations into defensible account segments, with four worked charts and practical evidence rules.
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Account intelligence: an enterprise operating guide for RevOps
An evidence-led operating guide to account identity, freshness, buying-group coverage, API design and cost per usable account.
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Lead routing in HubSpot and Salesforce: an enterprise guide
A practical guide to ownership rules, enrichment deadlines and exception queues—with four worked charts for enterprise RevOps.
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Email reverse lookup tools: a B2B evaluation guide
A practical enterprise evaluation method for reverse email lookup, with field-level controls and four worked decision charts.
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CRM data cleansing: an enterprise RevOps guide to safe CRM writes
A field-level operating model for CRM cleaning, deduplication and safe enrichment—with four worked decision charts.
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Email verification statuses: what RevOps should accept, review or reject
Turn valid, catch-all, unknown and inferred email results into clear CRM rules—with a worked cost-per-usable-contact example.
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Data enrichment API: a practical B2B implementation guide
Build an enrichment workflow that accepts the right records, stops at the right cost and updates your CRM safely. Includes four worked decision charts.
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