Wellcura

3x Faster Patient Onboarding with an AI-Driven MVP for an Aussie Healthcare Startup

  • 93%

    AI Triage Completion

  • 3x

    Faster Patient Intake

  • 47%

    Less Manual Triage Time

  • 38%

    More Slot Utilisation

A telehealth startup needed to remove operational friction from its virtual consultation workflow. Manual intake processes were slowing growth. Bytes Technolab offered to be an end-to-end product engineering partner to deliver an AI-powered MVP (agent) for efficient healthcare operations and patient intake.

  • Country

    USA

  • Duration

    3 Months

  • Industry

    Healthcare

  • Services

    Idea & Validation Product Design Sprint Prototyping MVP Product Development AI Integration

  • Technologies

    TensorFlow React.js FastAPI LangChain OpenAI Models

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planet-sec-title-arrow Problem Statement

  • Providers spent excessive time gathering routine patient information.
  • Patient drop-offs increased due to long registration flows.
  • Appointment slots were underutilized without structured triage.
  • The startup required scalable automation without compromising security.

planet-sec-title-arrow Challenges

  • Patient symptom inputs were highly unstructured, limiting the ability to standardize triage logic and generate actionable summaries for providers.
  • Medical staff were overloaded with both intake administration and clinical responsibilities, reducing overall productivity.
  • Without a structured prioritization model, urgent cases were not consistently differentiated from routine appointments.
  • AI integration had to meet strict privacy, security, and compliance requirements while maintaining a smooth patient experience.

planet-sec-title-arrow Solution

  • Validated workflow bottlenecks through collaborative discovery sessions.
  • Designed structured triage journeys during a product design sprint.
  • Built and tested conversational prototypes to refine intake logic.
  • Delivered lean MVP development focused on measurable operational gains.
  • Integrated AI-generated summaries into provider dashboards.
  • Deployed securely in a scalable cloud environment.

planet-sec-title-arrow Result

Our engagement continued from ideation to MVP launch to deliver stunning results.

  • 93% completion rate for AI-guided intake sessions.
  • The intake process became three times faster.
  • Manual triage time reduced by 47%.
  • Provider slot utilization improved by 38%.

AI MVP improved patient onboarding & triage agent, automated queries, and structured patient data.

AI-driven insights & summaries improved efficiency in patient consulting without adding tools.

Reduced work overload by offloading admin queries to AI-driven customer support boosted operational efficiency.

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In-house Engineers

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