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Inability to query and filter personal network data on LinkedIn or Instagram

Users cannot easily search or filter their own connections/follows on social platforms like LinkedIn or Instagram, such as finding all architects followed in the last six months or connections in a specific industry.

XToolHR & CareerSource
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FL score

62

out of 100

Verdict

VALIDATE

medium confidence

Competition

No competitor data yet

Trend

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Browser extension that indexes and makes searchable a user's LinkedIn/Instagram network with filters for industry, follow date, and engagement level.

The pain

Professionals accumulate hundreds or thousands of connections but cannot retrieve specific subsets without manual scrolling. A recruiter needs architects from the last 6 months but LinkedIn's native search only works for public profiles, not personal network filtering. Sales reps lose track of contacts in target industries. The data exists but is locked behind a poor interface.

The gap

LinkedIn and Instagram deliberately restrict network querying through their APIs and UI to prevent bulk outreach and data scraping. No third-party tool currently solves this at scale without violating terms of service or requiring manual data export. Users either accept the limitation or manually maintain spreadsheets.

Build angle

Start as a browser extension that locally indexes a user's connections as they scroll their network page, then layers on filtering and search. Position as a personal productivity tool, not a bulk outreach platform. Monetize through freemium (basic filters free, advanced analytics paid). Stay within ToS by only accessing data the user already sees and owns.

Strengths

  • Clear, specific user frustration with measurable frequency (recruiters and salespeople search networks daily)
  • Low technical barrier to MVP, browser extension can work without API access
  • Recurring use case in high-income segments (HR, sales, recruiting) with willingness to pay
  • Defensible moat if you build better indexing and filtering than competitors

Risks

  • LinkedIn and Instagram actively block third-party tools; extension could break with platform updates or face cease-and-desist
  • Terms of service violation risk, platforms may classify this as unauthorized data access even if technically local-only
  • Network effects don't apply; tool value doesn't increase with more users
  • Addressable market is smaller than it appears; most users tolerate the friction or use CRM tools instead
  • Requires continuous maintenance as platforms change their DOM and policies
  • Difficult to acquire users without paid ads; organic growth limited to niche communities

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