Public preview • Limited evidence snippets

Search Feels Unreliable and Users Can’t Find What They Need

SearchSaaS / ContentSeverity 73/100

Users know content exists, but search returns inconsistent results. Filters are weak, relevance is poor, and trust erodes.

Who experiences this

SaaS product teams, knowledge management users

Why now

  • Content volumes are increasing
  • Users expect “Google-like” search
  • Bad search drives support load and churn

Evidence snippets (preview)

These are anonymized excerpts. Full threads, clustering, and supporting context unlock inside the app.

“I can’t find things I know exist.”

🔒 Full context in paid evidence.

“Search results are random; we just browse manually.”

🔒 Full context in paid evidence.

“Filters don’t map to how we work.”

🔒 Full context in paid evidence.

What people try today

  • Tagging taxonomies that users don’t follow
  • More filters without better relevance
  • Manual folders and duplicated docs

Monetization angles

  • Relevance tuning and semantic search
  • Saved searches and alerts
  • Workflow-specific search templates

Next steps

Use the guided flow to validate this problem, then unlock full evidence when you’re ready.

Search Feels Unreliable and Users Can’t Find What They Need | Problem Brief Preview • ProblemSeekr.AI