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Leveraging AI-powered Sentiment and Acoustic Analysis for Healthcare Event Speaker Evaluation

Leveraging AI-powered Sentiment and Acoustic Analysis for Healthcare Event Speaker Evaluation

Healthcare
Data Analytics
AI
Sentiment Analysis
OpenAI
AWS Comprehend
AWS Transcribe
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Business Problem

A medical communications company conducting 200+ training sessions monthly sought an automated solution to improve speaker assessment, sentiment analysis, and compliance monitoring. Manual evaluation methods were time-consuming, subjective, and inconsistent, making it difficult to maintain quality and adhere to regulatory standards across events. The company needed a data-driven AI solution to objectively evaluate speaker performance, analyze sentiment, and ensure compliance while improving session outcomes.


Technology Solution

IncubXperts developed an AI-powered application that automates speaker evaluation, sentiment analysis, and compliance monitoring using advanced AI services. Key features include:

  • Speaker & Sentiment Analysis: Detects individual speakers, analyzes sentiment trends, and evaluates engagement through metrics like speaking time and sentiment shifts.
  • Acoustic Analysis: Examines tone, pitch, speed, and pauses at 10-second intervals to assess vocal delivery and emotional impact, providing insights into speaker effectiveness.
  • Compliance Monitoring: Evaluates session transcripts for adherence to federal regulations, generating compliance scores to reduce risks.
  • AI-Generated Summaries & Quizzes: Creates automated session summaries and quizzes based on transcripts to reinforce learning outcomes and gauge audience engagement.

Technology Stack

  • AI Services: AWS Comprehend (sentiment analysis), AWS Transcribe (speech-to-text), OpenAI (ChatGPT for summarization and quizzes)
  • Acoustic Analysis: Vokaturi, Librosa, NumPy
  • Infrastructure: AWS S3 (file hosting), Lambda (processing)

Benefits & Impacts

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70% Faster Evaluation

Automated evaluation streamlined the review process for 200+ sessions per month.

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Improved Compliance Monitoring

Ensured regulatory adherence, reducing risks and manual oversight.

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Objective Feedback

Provided data-driven insights into speaker performance for continuous improvement.

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30% Better Retention

AI-driven summaries and quizzes enhanced knowledge retention among attendees.

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Data-Driven Decisions

Real-time analytics empowered the client to refine session content and improve quality.

TRUSTIMONIALS

Success Delivered, Trust Earned

quote

Some of our initial job specifications couldn't be achieved in the manner we assumed would work. IncubXperts identified these issues and provided alternative options. The job was completed successfully! I appreciate the lengths they went to ensure the desired outcome was achieved.


Adam C

CEO

A location tracking system for a fleet management solution

quote

The team an excellent job on my license management platform. They delivered on time. I am really happy with the solution.


Amin F

President

A license management solution for a genetic data platform

quote

The team at IncubXperts have exceeded all expectations. They are extremely professional, capable, responsive and timely. We had no complaints and would highly recommend them!


Damar C

Chief Operating Officer

An automotive retail F&I Reporting and Analytics Platform

quote

The IncubXperts team did a great job in helping architect our CRM solution.


Edgar G

Head of Information Technology

A fast-growing airline providing passenger and cargo charter operations

quote

The team exceeded my expectations - they are extremely professional, knowledgeable, communicative. What a great experience all around! I highly recommend them.


G.R. Homa

CEO

A white-labeled online order management suite for restaurants

quote

We have used IncubXperts to complete the development of our proprietary CRM system. Their professionalism, customer service, capability and dedication has been a stark difference. The system they have delivered continues to provide value to our business.


George K

Founder and Managing Director

An award-winning Australian commercial finance broker

quote

This team is so collaborative and knowledgeable! They possess a deep level of skills, are flexible and delivered well beyond the project requirements. Would highly recommend!


Kristen P

VP of Product and Strategy

A full-service medical communications company

quote

IncubXperts creatively thought through the project and took development a step further. They designed our app to have a solid structure that can be built up on in the future. They have streamlined our Azure costs while providing an effective solution.


Lisa H

VP of Product Development

A SaaS product with customers like Canada's largest forestry company

quote

They are very easy to work with, honest and professional. I highly recommend you give them any and all of your development projects as these guys know what they are doing. It has been a pleasure.


Michael R

CEO

A US-based Technology company

quote

Your relentless efforts in improving product and your speed of troubleshooting impressed us! Your commitment towards services and speed in troubleshooting is brilliant.


Naren G

Founder

A product used across 30 cities with a volunteer network greater than 700

quote

An amazing job well done! This was a complicated project and was understood and handled perfectly.


Nick R

Software Engineer

A law enforcement software platform

quote

Great communication and problem solving. I had a great experience working with them. It was a small project, but they took the time to document my request, carefully outline and explain the requirements and tools needed to be successful. I highly recommend them.


Noemi T

Owner

A US based cleaning services company

quote

The project would not have succeeded without this partnership. I was always confident that any task I gave the IncubXperts team would be done well and done quickly.


Prasantha J

Founder

A US-based Healthcare Company

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Great ownership and attention to detail. It would be a huge oversight if you are not considering this team for work!


Rimond A

CEO

A North American technology services company

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IncubXperts is a world-class technology company that partners with us to deliver our industry-leading fintech products to market and we are so proud of the development work that the team in India is producing. There have been insightful exchanges as we continue to drive our partnership forward.


Satish T

Head of IT and Product

A major North American check and payments processing firm

quote

IncubXperts possess a maturity and focus that far exceeds those of most companies. They have been an indispensable member of our team.


Steve K

CEO

A SaaS product used by 160K users across 100+ countries

quote

This team is by far the most professional I have worked with to date. They are worth the cost for a smooth and on-time project. I have no negatives working with this team. I will use them for all my projects moving forward.


Tim D

Owner

A crowdfunding sports entertainment platform

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The IncubXperts team have been fantastic partners and are an incredible development organization. We are incredibly happy with their relationship, work product, and professionalism. If you are looking for a true partner to help with your development needs, look no further.


Paul L

CEO

A eco-conscious smart woodstove manufacturing company

quote

Working with this team has been an exceptional experience. Their ownership and attention to detail ensured seamless communication and project success. Their professionalism, responsiveness, and dedication made the entire process smooth and enjoyable.


Ron A

Founder and Owner

A fintech company dedicated to solutions for the real estate and mortgage industry

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