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Search Engines

(Google, Bing)

Entire web, but unstructured

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Sales Intelligence Platforms

(Zoominfo, Apollo, Lusha)

Skewed toward LinkedIn-heavy regions; missing most B2C and small businesses

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Professional Social Media

(LinkedIn)

High coverage in B2B tech; low coverage in consumer industries

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AI Tools

(ChatGPT, Perplexity, Claude)

Broad but no search depth; only good for making shortlists like “top 10”

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Deal Sourcing Platforms

(CB Insights, Pitchbook, Harmonic)

Focused on startups, VC-backed firms

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Traditional Search Engines

(Google, Bing)

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Search Engines

(Google, Bing)

Varies; no structured updates

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Sales Intelligence Platforms

(Zoominfo, Apollo, Lusha)

Stale, lagging LinkedIn data

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Professional Social Media

(LinkedIn)

Data updates are reliant on user input; company profiles aren’t well maintained

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AI Tools

(ChatGPT, Perplexity, Claude)

Often outdated; no validation; quoting unreliable/dated sources

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Deal Sourcing Platforms

(CB Insights, Pitchbook, Harmonic)

Good for funding rounds, not for org activity

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Sales Intelligence Platforms

(ZoomInfo, Apollo, Lusha)

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Search Engines

(Google, Bing)

Unstructured web pages, not company data

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Sales Intelligence Platforms

(Zoominfo, Apollo, Lusha)

Sales contacts + surface-level firmographics

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Professional Social Media

(LinkedIn)

Profile-centric, shallow organization context

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AI Tools

(ChatGPT, Perplexity, Claude)

Generated summaries; no underlying data model

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Feature: Compliance/Legal

GDPR issues; LinkedIn crackdown ongoing

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LinkedIn Sales Navigator
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Search Engines

(Google, Bing)

—

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Sales Intelligence Platforms

(Zoominfo, Apollo, Lusha)

Flat profiles; fragmented entities; no unified company view

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Professional Social Media

(LinkedIn)

Flat company pages; no entity unification or hierarchy

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AI Tools

(ChatGPT, Perplexity, Claude)

Free-text output; no entity persistence

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Deal Sourcing Platforms

(CB Insights, Pitchbook, Harmonic)

Structured, but narrow (funding focus)

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AI Tools

(ChatGPT, Perplexity, Claude)

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Search Engines

(Google, Bing)

Manual monitoring required

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Sales Intelligence Platforms

(Zoominfo, Apollo, Lusha)

Limited alerts (job changes, basic firmographics)

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Professional Social Media

(LinkedIn)

Individual career updates only

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AI Tools

(ChatGPT, Perplexity, Claude)

No historical tracking or alerts

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Deal Sourcing Platforms

(CB Insights, Pitchbook, Harmonic)

Funding, M&A, and deal event alerts

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Deal Sourcing Platforms

(CB Insights, Pitchbook)

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Search Engines

(Google, Bing)

—

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Sales Intelligence Platforms

(Zoominfo, Apollo, Lusha)

GDPR issues; LinkedIn crackdown ongoing

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Professional Social Media

(LinkedIn)

GDPR compliance unclear

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AI Tools

(ChatGPT, Perplexity, Claude)

Mix of compliant & scraped sources

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Deal Sourcing Platforms

(CB Insights, Pitchbook, Harmonic)

Compliant, but investor-focused