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Mahnoor EjazME
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Mahnoor Ejaz

@mahnoorejaz

AI Engineer at Roofstock (Mynd) who automated 60–80% of tenant and prospect interactions with conversational AI agents.

Pakistan
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At Roofstock (Mynd), I designed and deployed conversational AI agents that automated 60–80% of tenant and prospect interactions across rental inquiries, service requests, and leasing workflows.

I built a proactive messaging system within the LeasingBot using Camunda, reducing manual outreach by about 70% and saving approximately $450K annually. I also engineered a Property Manager Copilot that cut response time by 40–60%.

At Confiz Limited, I developed AI and machine learning solutions including an AutoGen, GPT, and RAG bot that generated unit tests, and a GPT-based claims summarization system that cut manual processing effort by 80%.

Earlier at Confiz Limited, I optimized a customized machine learning pipeline, reducing runtime from 24 hours to 3 hours and resource consumption by 96%. I also worked on Java Spring Boot applications and their migration from Azure to a private cloud.

Experience

Work history, roles, and key accomplishments

RM

AI Engineer

Roofstock (Mynd)

Feb 2025 - Jun 2026 (1 year 4 months)

Designed and deployed conversational AI agents using prompt engineering and tool-based architectures with RAG-assisted retrieval, automating 60-80% of tenant and prospect interactions. Built a proactive messaging system within the LeasingBot using Camunda, reducing manual outreach by ~70% and saving ~$450K annually.

CL

Machine Learning Engineer

Confiz Limited

Aug 2021 - Dec 2022 (1 year 4 months)

Transformed experimental models into a robust ML pipeline using PySpark, managing strategic migration and leading end-to-end automation. Spearheaded optimization of a customized ML pipeline, reducing runtime from 24 hours to 3 hours and cutting resource consumption by 96%.

CL

Software Engineer

Confiz Limited

Jul 2020 - Aug 2021 (1 year 1 month)

Upgraded and maintained a Java Spring Boot API codebase on Microsoft Azure, ensuring optimal performance and security compliance. Successfully migrated multiple Java Spring Boot applications from Azure to a private cloud, integrating CI/CD for efficient updates.

JM

Technology Intern

Jazz (Mobilink)

Jul 2019 - Sep 2019 (2 months)

Gained hands-on experience in technology operations and support within a leading telecommunications company.

Education

Degrees, certifications, and relevant coursework

University of the Punjab logoUP

University of the Punjab

Master of Philosophy (M.Phil.), Computer Science

2020 - 2022

Grade: 3.74/4.0

Pursued a Master of Philosophy in Computer Science with a cumulative GPA of 3.74/4.0.

University of the Punjab logoUP

University of the Punjab

B.Sc. (Hons.), Computer Science

2016 - 2020

Grade: 3.63/4.0

Completed a Bachelor of Science (Hons.) in Computer Science with a cumulative GPA of 3.63/4.0.

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