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Real-World Voice Complexity

Handling interruptions, side conversations, hold music, background noise and partial inputs.

Real conversations are messy. People interrupt, talk to others in the background, and don't always speak in perfect sentences. Unlike basic voice AI that fails in these scenarios, Sheela is built to handle the full complexity of real-world voice interactions, making conversations feel natural

and human-like.

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Continuous Improvement and Complex Scenarios Handling

Sheela's voice complexity handling improves over time through machine learning and continuous improvement—Sheela's voice complexity handling improves over time through machine learning and analysis of real conversations. Each interaction helps the system better understand speech patterns, interruption types, and environmental challenges specific to your organization and patient population.

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Sheela is built to handle the full complexity of real-world voice interactions, making conversations feel natural and human-like.

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Interruptions

Gracefully handle when users interrupt mid-sentence to change direction.

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Side Conversations

Recognize when the caller is talking to someone else and wait appropriately.

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Hold Music & Background Noise

Detect and filter out background sounds and music.

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Partial Inputs

Understand incomplete thoughts and ask clarifying questions.

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Multiple Topics

Navigate conversations that jump between different subjects.

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Ambient Sound / Accents & Speech Patterns

Function effectively in noisy environments like cars or busy households. Understand diverse accents and speaking styles.

Advanced Voice Technologies

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Voice Activity Detection

Accurately identify when the user is speaking vs. when there's background conversation.

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Context Preservation

Remember conversation context even after interruptions or topic changes.

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Natural Turn-Taking

Know when to speak, when to wait, and when to ask if the user is ready to continue.

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Intent Clarification

Ask smart follow-up questions when user input is ambiguous or partial.

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Emotion Detection

Recognize stress, frustration, or urgency in voice tone and adjust accordingly.

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Noise Cancellation

Filter out background noise while preserving the speaker's voice clearly.

Real World examples

Side Conversation Handling

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I need to schedule... [to spouse] Honey, what day works for you? Tuesday? Okay... Tuesday morning, please.

Waits for the patient to finish their side conversation, then continues: "I have Tuesday morning available. Would 9 AM or 10 AM work better?"

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Interruption & Correction

Let me schedule you for—

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Wait, actually I need to reschedule an existing appointment first."
Sheela: "Of course, let me help you reschedule. What's your appointment date?

Background Noise

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(calling from car with music playing) "I need to... uh... refill my prescription"

Filters out the music and traffic noise: "I'd be happy to help with your prescription refill. What medication do you need?"

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Partial Input Clarification

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"I need... the thing... for my knee?"

I can help with that. Are you looking to schedule an appointment for your knee, request a prescription, or check on an existing appointment?

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Why This Matters?

The difference between basic voice AI and Sheela's real-world voice complexity handling is the difference between frustrating automated systems and genuinely helpful conversations. When your AI can handle real conversation patterns:

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  • Patients don't get frustrated and hang up

  • Completion rates increase dramatically

  • Fewer escalations to human staff are needed

  • Patient satisfaction improves

  • The AI works in real environments, not just perfect lab conditions

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What are you waiting for?

Get Sheela

Contact us to experience the power of Sheela Agentic AI in action just for healthcare!

Of course, seeing is believing!

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© 2026 by Qurhealth.

All rights reserved.

Get in Touch

Curious to know more about our work? Let’s get in touch!

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551 S, Interstate 35, Suite 108
Round Rock  Texas 78664.

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