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Case 02 · Not for Profit

From a crowded service inbox to a clear, human-led intake queue.

Australian not for profit Service enquiries & intake 14 August 2026

From a crowded service inbox to a clear, human-led intake queue.

A community-service organisation receives requests through web forms, referral emails, phone notes and partner documents. Staff spend scarce time checking completeness, re-keying details and chasing missing information before a qualified person can decide the right response.

Australian evidence: AIHW recorded around 129,000 unassisted requests for specialist homelessness services in 2024–25—about 350 per day. Automation cannot create service capacity, but transparent and timely intake can help teams use scarce capacity well and explain what happens next. View the AIHW annual report

Business friction

Demand arrives faster than the intake process can organise it.

  • Requests arrive in different formats with missing information
  • Staff manually copy details into case-management systems
  • Referrers and clients wait for basic status updates
Agentic AI response

A consistent intake preparation workflow.

  • Extract approved fields from forms, emails and referral documents
  • Ask for missing information using accessible, approved language
  • Prepare a complete intake summary and suggested routing for review
Human & equity control

People decide eligibility, urgency and service response.

  • Never let AI make final eligibility or risk decisions
  • Provide phone and assisted pathways for people facing digital barriers
  • Audit routing outcomes for bias, exclusion and unsafe delay
Measures that prove value
Time to first responseComplete intakesRe-keying timeEscalationsClient accessibility

Have a similar process bottleneck?

Start with the workflow—not the software.

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