Hasith Reddy

AI Product Manager focused on decision intelligence, risk-aware systems, and real-world impact.

Hasith Reddy

AI Product Manager focused on decision intelligence, risk-aware systems, and real-world impact.

Hasith Reddy

AI Product Manager focused on decision intelligence, risk-aware systems, and real-world impact.

Hasith Reddy

AI Product Manager focused on decision intelligence, risk-aware systems, and real-world impact.

Download My CV
Download My CV
Download My CV

AI PRODUCT MANAGER

AI PRODUCT MANAGER

AI PRODUCT MANAGER

I design and deliver AI-enabled products that improve decision quality, reduce operational risk, and make complex data usable in real operating environments

I work at the intersection of product strategy, data, and execution. My focus is on identifying where AI creates genuine leverage, shaping human-in-the-loop systems, and shipping solutions leaders can trust in high-stakes contexts.

EXPERIENCE

EXPERIENCE

EXPERIENCE

Experience building decision-critical systems under real-world constraints

My experience spans AI-enabled products in healthcare, robotics, and enterprise systems where decisions carry real operational and safety consequences.

I have been accountable for framing ambiguous problems, defining human–AI boundaries, and delivering systems teams can trust in live operating environments.

Experience building decision-critical systems under real-world constraints

My experience spans AI-enabled products in healthcare, robotics, and enterprise systems where decisions carry real operational and safety consequences.

I have been accountable for framing ambiguous problems, defining human–AI boundaries, and delivering systems teams can trust in live operating environments.

i3 Simulations | XR Medical Simulations

Project and Business Manager

Led the design and delivery of immersive medical simulation products used in safety-critical training environments, balancing clinical accuracy, system constraints, and real-world adoption.

Sep 2022 - Present

i3 Simulations | XR Medical Simulations

Project and Business Manager

Led the design and delivery of immersive medical simulation products used in safety-critical training environments, balancing clinical accuracy, system constraints, and real-world adoption.

Sep 2022 - Present

i3 Simulations | XR Medical Simulations

Project and Business Manager

Led the design and delivery of immersive medical simulation products used in safety-critical training environments, balancing clinical accuracy, system constraints, and real-world adoption.

Sep 2022 - Present

i3 Simulations | XR Medical Simulations

Project and Business Manager

Led the design and delivery of immersive medical simulation products used in safety-critical training environments, balancing clinical accuracy, system constraints, and real-world adoption.

Sep 2022 - Present

Ross Robotics | Autonoums Robotic Systems

Project Manager

Managed the delivery of autonomous robotic systems operating in high-voltage environments, with a focus on operational risk, safety compliance, and system reliability.

Mar 2022 - Aug 2022

Ross Robotics | Autonoums Robotic Systems

Project Manager

Managed the delivery of autonomous robotic systems operating in high-voltage environments, with a focus on operational risk, safety compliance, and system reliability.

Mar 2022 - Aug 2022

Ross Robotics | Autonoums Robotic Systems

Project Manager

Managed the delivery of autonomous robotic systems operating in high-voltage environments, with a focus on operational risk, safety compliance, and system reliability.

Mar 2022 - Aug 2022

Ross Robotics | Autonoums Robotic Systems

Project Manager

Managed the delivery of autonomous robotic systems operating in high-voltage environments, with a focus on operational risk, safety compliance, and system reliability.

Mar 2022 - Aug 2022

LEX Diagnostics | Medical Manufacturing

Project Co-Ordinator

Supported R&D teams by defining workflows, decision criteria, and supporting tooling to improve visibility and execution in the development of high-speed molecular diagnostic systems.

Sep 2021 - Mar 2022

LEX Diagnostics | Medical Manufacturing

Project Co-Ordinator

Supported R&D teams by defining workflows, decision criteria, and supporting tooling to improve visibility and execution in the development of high-speed molecular diagnostic systems.

Sep 2021 - Mar 2022

LEX Diagnostics | Medical Manufacturing

Project Co-Ordinator

Supported R&D teams by defining workflows, decision criteria, and supporting tooling to improve visibility and execution in the development of high-speed molecular diagnostic systems.

Sep 2021 - Mar 2022

LEX Diagnostics | Medical Manufacturing

Project Co-Ordinator

Supported R&D teams by defining workflows, decision criteria, and supporting tooling to improve visibility and execution in the development of high-speed molecular diagnostic systems.

Sep 2021 - Mar 2022

TCS | IT Services and Consulting

Associate Project Manager

Built foundational delivery and stakeholder management experience across large-scale enterprise systems, including ERP and cloud migrations, in complex client environments.

Aug 2016 - Sep 2020

TCS | IT Services and Consulting

Associate Project Manager

Built foundational delivery and stakeholder management experience across large-scale enterprise systems, including ERP and cloud migrations, in complex client environments.

Aug 2016 - Sep 2020

TCS | IT Services and Consulting

Associate Project Manager

Built foundational delivery and stakeholder management experience across large-scale enterprise systems, including ERP and cloud migrations, in complex client environments.

Aug 2016 - Sep 2020

TCS | IT Services and Consulting

Associate Project Manager

Built foundational delivery and stakeholder management experience across large-scale enterprise systems, including ERP and cloud migrations, in complex client environments.

Aug 2016 - Sep 2020

HOW
I WORK

HOW
I WORK

HOW
I WORK

HOW
I WORK

I focus on how product decisions get made when constraints are real and trade-offs matter.

I focus on how product decisions get made when constraints are real and trade-offs matter.

I focus on how product decisions get made when constraints are real and trade-offs matter.

I focus on how product decisions get made when constraints are real and trade-offs matter.

Problem Framing & Decision Design

I translate ambiguous business, clinical, and technical problems into clear product intent, decision criteria, and outcomes teams can execute against.

AI-Enabled System Thinking

I focus on where AI creates genuine leverage, shaping human-in-the-loop workflows and balancing automation with accountability and oversight.

Risk-Aware Product Delivery

I design and deliver systems in regulated and safety-critical environments, with explicit attention to reliability, failure modes, and real-world trust.

Cross-Functional Leadership

I work across engineering, data, design, operations, and commercial teams to resolve trade-offs and align delivery around shared priorities.

Execution Under Constraints

I deliver complex products within technical, regulatory, and commercial constraints without compromising product integrity or long-term viability.

Problem Framing & Decision Design

I translate ambiguous business, clinical, and technical problems into clear product intent, decision criteria, and outcomes teams can execute against.

AI-Enabled System Thinking

I focus on where AI creates genuine leverage, shaping human-in-the-loop workflows and balancing automation with accountability and oversight.

Risk-Aware Product Delivery

I design and deliver systems in regulated and safety-critical environments, with explicit attention to reliability, failure modes, and real-world trust.

Cross-Functional Leadership

I work across engineering, data, design, operations, and commercial teams to resolve trade-offs and align delivery around shared priorities.

Execution Under Constraints

I deliver complex products within technical, regulatory, and commercial constraints without compromising product integrity or long-term viability.

Problem Framing & Decision Design

I translate ambiguous business, clinical, and technical problems into clear product intent, decision criteria, and outcomes teams can execute against.

AI-Enabled System Thinking

I focus on where AI creates genuine leverage, shaping human-in-the-loop workflows and balancing automation with accountability and oversight.

Risk-Aware Product Delivery

I design and deliver systems in regulated and safety-critical environments, with explicit attention to reliability, failure modes, and real-world trust.

Cross-Functional Leadership

I work across engineering, data, design, operations, and commercial teams to resolve trade-offs and align delivery around shared priorities.

Execution Under Constraints

I deliver complex products within technical, regulatory, and commercial constraints without compromising product integrity or long-term viability.

Problem Framing & Decision Design

I translate ambiguous business, clinical, and technical problems into clear product intent, decision criteria, and outcomes teams can execute against.

AI-Enabled System Thinking

I focus on where AI creates genuine leverage, shaping human-in-the-loop workflows and balancing automation with accountability and oversight.

Risk-Aware Product Delivery

I design and deliver systems in regulated and safety-critical environments, with explicit attention to reliability, failure modes, and real-world trust.

Cross-Functional Leadership

I work across engineering, data, design, operations, and commercial teams to resolve trade-offs and align delivery around shared priorities.

Execution Under Constraints

I deliver complex products within technical, regulatory, and commercial constraints without compromising product integrity or long-term viability.

AI PRODUCT
CASE STUDIES

AI PRODUCT
CASE STUDIES

AI PRODUCT
CASE STUDIES

AI PRODUCT
CASE STUDIES

Applied AI work focused on decision quality, human-AI boundaries, and systems that operate under real-world constraints. These case studies document judgement, trade-offs, and outcomes, not demos or experiments.

AI Chief of Staff for Founder-Led Teams

Decision continuity for fast-moving organisations

A product designed to prevent decision decay in small, high-velocity teams by turning implicit agreements into durable, traceable artefacts. Focused on preserving intent, ownership, and follow-through without adding process drag or automating judgement.

6–8 min

AI Chief of Staff for Founder-Led Teams

Decision continuity for fast-moving organisations

A product designed to prevent decision decay in small, high-velocity teams by turning implicit agreements into durable, traceable artefacts. Focused on preserving intent, ownership, and follow-through without adding process drag or automating judgement.

6–8 min

AI Chief of Staff for Founder-Led Teams

Decision continuity for fast-moving organisations

A product designed to prevent decision decay in small, high-velocity teams by turning implicit agreements into durable, traceable artefacts. Focused on preserving intent, ownership, and follow-through without adding process drag or automating judgement.

6–8 min

AI Chief of Staff for Founder-Led Teams

Decision continuity for fast-moving organisations

A product designed to prevent decision decay in small, high-velocity teams by turning implicit agreements into durable, traceable artefacts. Focused on preserving intent, ownership, and follow-through without adding process drag or automating judgement.

6–8 min

AI Operations Copilot

Incident reasoning for high-pressure operational teams

An AI decision-support layer for on-call and operational environments, designed to reduce alert overload, preserve context, and make senior judgement explainable and reusable. Explicitly human-in-the-loop, with conservative learning boundaries to protect trust.

8–10 min

AI Operations Copilot

Incident reasoning for high-pressure operational teams

An AI decision-support layer for on-call and operational environments, designed to reduce alert overload, preserve context, and make senior judgement explainable and reusable. Explicitly human-in-the-loop, with conservative learning boundaries to protect trust.

8–10 min

AI Operations Copilot

Incident reasoning for high-pressure operational teams

An AI decision-support layer for on-call and operational environments, designed to reduce alert overload, preserve context, and make senior judgement explainable and reusable. Explicitly human-in-the-loop, with conservative learning boundaries to protect trust.

8–10 min

AI Operations Copilot

Incident reasoning for high-pressure operational teams

An AI decision-support layer for on-call and operational environments, designed to reduce alert overload, preserve context, and make senior judgement explainable and reusable. Explicitly human-in-the-loop, with conservative learning boundaries to protect trust.

8–10 min

AI Risk & Decision Intelligence System

Early risk detection for high-stakes commercial decisions

An AI system built to surface revenue and deal risk earlier in a £50–100m ARR B2B SaaS context. Combined probabilistic modelling with governance, explainability, and explicit confidence bounds to support accountable executive decision-making.

10–12 min

AI Risk & Decision Intelligence System

Early risk detection for high-stakes commercial decisions

An AI system built to surface revenue and deal risk earlier in a £50–100m ARR B2B SaaS context. Combined probabilistic modelling with governance, explainability, and explicit confidence bounds to support accountable executive decision-making.

10–12 min

AI Risk & Decision Intelligence System

Early risk detection for high-stakes commercial decisions

An AI system built to surface revenue and deal risk earlier in a £50–100m ARR B2B SaaS context. Combined probabilistic modelling with governance, explainability, and explicit confidence bounds to support accountable executive decision-making.

10–12 min

AI Risk & Decision Intelligence System

Early risk detection for high-stakes commercial decisions

An AI system built to surface revenue and deal risk earlier in a £50–100m ARR B2B SaaS context. Combined probabilistic modelling with governance, explainability, and explicit confidence bounds to support accountable executive decision-making.

10–12 min

When AI Becomes Labour, Not Software

Product design for AI systems that operate as workforce inside real organisations

A product-led exploration of how AI systems must be designed when they function as workforce rather than features. Focused on ownership, governance, performance measurement, pricing, and trust in regulated, high-stakes environments.

10–12 min

When AI Becomes Labour, Not Software

Product design for AI systems that operate as workforce inside real organisations

A product-led exploration of how AI systems must be designed when they function as workforce rather than features. Focused on ownership, governance, performance measurement, pricing, and trust in regulated, high-stakes environments.

10–12 min

When AI Becomes Labour, Not Software

Product design for AI systems that operate as workforce inside real organisations

A product-led exploration of how AI systems must be designed when they function as workforce rather than features. Focused on ownership, governance, performance measurement, pricing, and trust in regulated, high-stakes environments.

10–12 min

When AI Becomes Labour, Not Software

Product design for AI systems that operate as workforce inside real organisations

A product-led exploration of how AI systems must be designed when they function as workforce rather than features. Focused on ownership, governance, performance measurement, pricing, and trust in regulated, high-stakes environments.

10–12 min

PROFESSIONAL
CERTIFICATIONS

PROFESSIONAL
CERTIFICATIONS

PROFESSIONAL
CERTIFICATIONS

Project Management Professional (PMP®)

Project Management Institute

Project Management Professional (PMP®)

Project Management Institute

Project Management Professional (PMP®)

Project Management Institute

Project Management Professional (PMP®)

Project Management Institute

Professional Scrum Master™ I (PSM I)

Scrum.org

Professional Scrum Master™ I (PSM I)

Scrum.org

Professional Scrum Master™ I (PSM I)

Scrum.org

Professional Scrum Master™ I (PSM I)

Scrum.org

Lean Six Sigma Black Belt

Six Sigma Academy

Lean Six Sigma Black Belt

Six Sigma Academy

Lean Six Sigma Black Belt

Six Sigma Academy

Lean Six Sigma Black Belt

Six Sigma Academy

AWS Certified Cloud Practitioner

Amazon Web Services

AWS Certified Cloud Practitioner

Amazon Web Services

AWS Certified Cloud Practitioner

Amazon Web Services

AWS Certified Cloud Practitioner

Amazon Web Services

ACADEMIC
BACKGROUND

ACADEMIC
BACKGROUND

ACADEMIC
BACKGROUND

ACADEMIC
BACKGROUND

The University of Manchester

MSc, Engineering Project Management

The University of Manchester

MSc, Engineering Project Management

The University of Manchester

MSc, Engineering Project Management

The University of Manchester

MSc, Engineering Project Management

JNTU, Anantapur

BTech, Mechanical Engineering

JNTU, Anantapur

BTech, Mechanical Engineering

JNTU, Anantapur

BTech, Mechanical Engineering

JNTU, Anantapur

BTech, Mechanical Engineering

DOWNLOAD
MY CV

DOWNLOAD
MY CV

DOWNLOAD
MY CV

Download
Download
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MANAGER'S
NOTEBOOK

MANAGER'S
NOTEBOOK

MANAGER'S
NOTEBOOK

MANAGER'S
NOTEBOOK

Selected writing on product, engineering leadership, and delivery in complex systems.

Selected writing on product, engineering leadership, and delivery in complex systems.

Selected writing on product, engineering leadership, and delivery in complex systems.

Engineering Project Management in VR Simulations

Bridging the Gap: How Engineering Project Managers Can Drive Innovation in Virtual Reality Simulations

1 Aug 2024

6min read

Engineering Project Management in VR Simulations

Bridging the Gap: How Engineering Project Managers Can Drive Innovation in Virtual Reality Simulations

1 Aug 2024

6min read

Engineering Project Management in VR Simulations

Bridging the Gap: How Engineering Project Managers Can Drive Innovation in Virtual Reality Simulations

1 Aug 2024

6min read

Engineering Project Management in VR Simulations

Bridging the Gap: How Engineering Project Managers Can Drive Innovation in Virtual Reality Simulations

1 Aug 2024

6min read

Maximising Efficiency: Implementing Agile Methodologies in Complex Engineering Projects

Agile isn't just for software anymore. Discover how to revolutionise your engineering projects with adaptive strategies that boost collaboration and mitigate risks. From tailoring sprints to integrating traditional processes, learn to navigate the Agile landscape in hardware development. Ready to engineer success with flexibility?

8 Aug 2024

5 min read

Maximising Efficiency: Implementing Agile Methodologies in Complex Engineering Projects

Agile isn't just for software anymore. Discover how to revolutionise your engineering projects with adaptive strategies that boost collaboration and mitigate risks. From tailoring sprints to integrating traditional processes, learn to navigate the Agile landscape in hardware development. Ready to engineer success with flexibility?

8 Aug 2024

5 min read

Maximising Efficiency: Implementing Agile Methodologies in Complex Engineering Projects

Agile isn't just for software anymore. Discover how to revolutionise your engineering projects with adaptive strategies that boost collaboration and mitigate risks. From tailoring sprints to integrating traditional processes, learn to navigate the Agile landscape in hardware development. Ready to engineer success with flexibility?

8 Aug 2024

5 min read

Maximising Efficiency: Implementing Agile Methodologies in Complex Engineering Projects

Agile isn't just for software anymore. Discover how to revolutionise your engineering projects with adaptive strategies that boost collaboration and mitigate risks. From tailoring sprints to integrating traditional processes, learn to navigate the Agile landscape in hardware development. Ready to engineer success with flexibility?

8 Aug 2024

5 min read

Navigating Complexity: Cross-Industry Insights for Successful Project Management

From IT to robotics, medical tech to VR – uncover the universal truths of project leadership. Seven key strategies await, promising to revolutionise your approach across any tech landscape. Don't let industry boundaries limit your potential. Dive in, adapt, and excel.

15 Aug 2024

4 min read

Navigating Complexity: Cross-Industry Insights for Successful Project Management

From IT to robotics, medical tech to VR – uncover the universal truths of project leadership. Seven key strategies await, promising to revolutionise your approach across any tech landscape. Don't let industry boundaries limit your potential. Dive in, adapt, and excel.

15 Aug 2024

4 min read

Navigating Complexity: Cross-Industry Insights for Successful Project Management

From IT to robotics, medical tech to VR – uncover the universal truths of project leadership. Seven key strategies await, promising to revolutionise your approach across any tech landscape. Don't let industry boundaries limit your potential. Dive in, adapt, and excel.

15 Aug 2024

4 min read

Navigating Complexity: Cross-Industry Insights for Successful Project Management

From IT to robotics, medical tech to VR – uncover the universal truths of project leadership. Seven key strategies await, promising to revolutionise your approach across any tech landscape. Don't let industry boundaries limit your potential. Dive in, adapt, and excel.

15 Aug 2024

4 min read

The AI Revolution in Project Management: Navigating the Future of Delivery

AI isn't just changing the game; it's redefining the playing field. Predictive analytics saving £50k per project? 30% productivity boosts? It's not science fiction – it's your new reality. Embrace the AI revolution and catapult your projects into a new era of success.

15 Aug 2024

6 min read

The AI Revolution in Project Management: Navigating the Future of Delivery

AI isn't just changing the game; it's redefining the playing field. Predictive analytics saving £50k per project? 30% productivity boosts? It's not science fiction – it's your new reality. Embrace the AI revolution and catapult your projects into a new era of success.

15 Aug 2024

6 min read

The AI Revolution in Project Management: Navigating the Future of Delivery

AI isn't just changing the game; it's redefining the playing field. Predictive analytics saving £50k per project? 30% productivity boosts? It's not science fiction – it's your new reality. Embrace the AI revolution and catapult your projects into a new era of success.

15 Aug 2024

6 min read

The AI Revolution in Project Management: Navigating the Future of Delivery

AI isn't just changing the game; it's redefining the playing field. Predictive analytics saving £50k per project? 30% productivity boosts? It's not science fiction – it's your new reality. Embrace the AI revolution and catapult your projects into a new era of success.

15 Aug 2024

6 min read

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IN TOUCH

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IN TOUCH

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IN TOUCH

I work on complex projects and AI-enabled products that operate in real, constrained environments.


If you are hiring for an experienced AI Product or a project manager role and want to discuss a specific product problem, get in touch.

I work on complex projects and AI-enabled products that operate in real, constrained environments.


If you are hiring for an experienced AI Product or a project manager role and want to discuss a specific product problem, get in touch.

I work on complex projects and AI-enabled products that operate in real, constrained environments.


If you are hiring for an experienced AI Product or a project manager role and want to discuss a specific product problem, get in touch.