Use Case

AI knowledge assistants for internal teams

Company-specific assistants that answer internal questions with approved sources, business context, and clear escalation paths.

Direct answer: Resonance builds knowledge assistants when teams need AI to answer questions from proprietary docs, SOPs, tickets, records, and tribal knowledge without losing source traceability.

Buyer fit

Operations, enablement, product, support, and knowledge-management leaders.

Workflows, systems, and metrics

Workflows

  • Policy lookup
  • SOP guidance
  • Ticket and document retrieval
  • Onboarding support
  • Internal Q&A

Systems

  • wikis
  • docs
  • tickets
  • CRM
  • databases
  • Slack
  • email

Metrics

  • answer quality
  • source coverage
  • repeat questions
  • time to information
  • escalation rate
Anonymized proof: Anonymized proof should include retrieval quality, cited source coverage, common failure modes, and improvements in how quickly teams find approved information.

AI Strategy Call

Review the workflow you want AI to improve

Share the operational process, bottleneck, or outcome you want to improve. We look for fit, integration risk, review requirements, and the most practical first production use case.