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# Ashish Mahashabde

**Headline:** AI/ML Enthusiast | Former Intel, IBM, Amex | AI & Emerging Technologies
**Profession:** Founder
**Location:** San Francisco Bay Area

## About

Ashish Mahashabde is Founder of AI Triangle Ventures, where he evaluates the AI ecosystem across applied AI, evaluation tools, and advanced data-management solutions. Ashish combines 13+ years of software systems experience with venture investing, corporate venture, and independent consulting across AI/ML and enterprise software. His strongest areas include applied AI systems, LLM applications, retrieval-augmented generation pipelines, agentic workflows, enterprise AI, emerging-technology evaluation, technical diligence, and portfolio support. Earlier, Ashish designed, developed, and validated large-scale software in C++, Python, and Linux environments at Intel and IBM, spanning distributed systems, performance engineering, software validation, and enterprise technologies. In investing, he has led sourcing, diligence, investment-committee work, closing, and portfolio management executed seven pre-seed-through-Series B investments plus two follow-on rounds across the United States, Canada, and India and served as a board observer for Fluree, Amalgam Rx, and Jugl. His Intel validation work included a software solution with a 4x improvement over existing solutions and a DX10 simulator that identified two hardware and 16 software bugs.

## Services

- Generative AI
- LLM app
- Presentation Skills
- Analytical Skills
- Emerging Technologies
- Financial Services
- Investing
- Financial Statement Analysis
- Deal Screening
- Investment Portfolios
- Investment Performance
- Investment Theory
- AI/Machine Learning
- Innovation
- Relationship Building
- Emerging Trends
- Investment Decisions
- Project Management
- Financial Analysis
- Start-up Ventures
- Team Leadership
- Early Stage Ventures
- Defining Requirements
- Management Consulting
- Portfolio Management
- Startups
- Big Data
- Program Management
- Software Engineering
- Product Management

## Highlights

- Founded AI Triangle Ventures, focused on evaluating the AI ecosystem across applied AI, evaluation tools, and advanced data-management solutions.
- Built 13+ years of experience designing, developing, and validating software systems in C++, Python, and Linux environments.
- Led technology investing for a Dallas-based private investment fund across AI/ML and enterprise infrastructure, from sourcing and diligence through investment committee and portfolio management.
- Executed 7 investments from pre-seed through Series B and 2 follow-on rounds across the United States, Canada, and India.
- Served as Board Observer at Fluree, Amalgam Rx, and Jugl, working directly with founders after investment.
- Supported representative investments including Bold Metrics, Amalgam Rx, Jogo Health, Fluree, Jugl, and a secondary investment in SpaceX.
- Managed sourcing, diligence, deal closing, and portfolio management for early- and growth-stage investments at Amex Ventures.
- Supported Amex Ventures investments in Abra and Voca.ai and developed an investment-thesis standardization process for thesis-based sourcing.
- Developed AI/machine-learning and industry-vertical investment theses at IBM Ventures.
- Supported IBM Ventures investments including WellTok and Fluid, the digital-commerce AI solution acquired by IBM.
- Led IBM Ventures operational work across industry and venture-trend analysis, investment-thesis creation, CRM tools, investment-committee presentations, and deal-tracking and research tools.
- Led Intel software-development projects validating arithmetic units across Intel mobile and desktop products.
- Created Intel validation test generators and content, including an original software solution with a 4x improvement over existing solutions.
- Developed a Microsoft DX10 graphics-specification simulator that found 2 hardware bugs and 16 software bugs in graphics products.
- Led development and technical marketing for an Intel CPU benchmark covering PC performance and battery-life features.
- Developed benchmark workloads for video encoding, photo editing, audio encoding, and 4K video playback.
- Conducted usage-model research, competitive performance analysis, and microprocessor-market technical assessment at Intel.
- Helped a healthcare startup secure Series B funding from CVS Health and Novo Nordisk through financial modeling, operational support, and growth planning.
- Completed the Applied Generative AI Specialization from Purdue University.
- Completed Generative AI with Large Language Models from DeepLearning.AI and Amazon Web Services.
- Completed VC University Online from VC University.
- Completed Structuring Machine Learning Projects from DeepLearning.AI.
- Completed the FourthBrain Machine Learning Program in 2020.

## Experience

- **Founder at AI Triangle Ventures** (2024-01-01–present) — AI Triangle Ventures focuses on the AI ecosystem, evaluating emerging companies and technologies across three broad categories, applied AI, evaluation tools, and advanced data management solutions.
- **Founder & Principal Consultant at AVM Ventures Inc** (2021-01-01–2023-01-01) — Independent consulting practice supporting venture capital and corporate venture capital teams across AI/ML and enterprise software. • Led technology investing for a Dallas-based private investment fund across AI/ML and enterprise infrastructure, from sourcing and diligence through investment committee and portfolio management. • Executed 7 investments \(pre-seed through Series B\) and 2 follow-on rounds across the US, Canada, and India • served as Board Observer at Fluree, Amalgam Rx, and Jugl, working directly with founders after investment. • Worked with co-investing venture firms and angels on sourcing, diligence, and round participation. • Representative deals: Bold Metrics, Amalgam Rx, Jogo Health, Fluree, Jugl, SpaceX \(secondary\).
- **Senior Manager, Amex Ventures at American Express** (2019-01-01–2019-12-01) — \* Amex Ventures is the corporate venture unit of American Express. We invest in three broad categories, consumer services, B2B services, and in startups that can enhance the core capabilities of American Express. \* Responsible for deal sourcing, diligence, deal closing and portfolio management for early/ growth stage investments with emphasis on consumer fintech, enterprise AI, data science, cloud infrastructure and blockchain. \* Representative investments include Abra \(mobile cryptocurrency investment wallet\) and Voca.ai \(next generation conversational AI solution for the enterprise\). \* Developed investment thesis standardization process for thesis-based sourcing at Amex Ventures.
- **Principal, IBM Ventures at IBM** (2013-02-01–2018-01-01) — \* Expand the ecosystems for IBM’s platforms, and build strong partner foundations in emerging markets through strategic investments and partnerships with the venture and startup community. Driving ecosystem development across IBM strategic initiatives, including AI, Machine Learning, Analytics, Blockchain, Fintech, IoT, Quantum computing. \* Developed investment thesis for early/growth stage investments within AI/machine learning and industry vertical focused venture investments. Representative investments included WellTok – AI powered health optimization platform, Fluid – AI solution for digital commerce \(acquired by IBM\) \* Led all operational aspects for IBM Ventures including analysis on industry/venture trends, investment thesis creation, CRM tools, investment committee presentations, and deal tracking/ research tools.
- **Project Lead at Intel Corporation** (2007-03-01–2013-02-01) — \* Led product development and technical marketing activities for developing a software benchmark to showcase the CPU product features \(performance, battery life\) on PCs \(laptops, netbooks\)  using digital media and Internet based consumer usages. \* Conducted extensive market research and usage model studies using research data from consulting firms, focus groups and surveys to support usage model development. Conducted competitive \(performance analysis\) and technical assessment of microprocessor market. Tracked changes in competitive product features, performance to drive appropriate competitive marketing strategy. \* Developed benchmark content using media workloads like video encoding, photo editing, audio encoding, 4k video playback.
- **Senior Engineer at Intel Corporation** (2000-11-01–2007-03-01) — \* Led software development projects for validating the arithmetic unit on all Intel mobile and desktop products. \* Developed software test generators and content to validate the arithmetic unit on Intel products. Developed an original software solution to with a 4x improvement over than all existing solutions. \* Developed a software based simulator for Microsoft graphics specification \(DX10\) used in 3D graphics. The tool led to tremendous cost savings by finding 2 hardware and 16 software bugs in graphics products.

## Education

- MS, Computer Science — The University of Toledo
- MBA — University of California, Davis - Graduate School of Management
- Machine Learning Program — FourthBrain
- Bachelor of Engineering, Computer Engineering — University of Mumbai
- Coursera/ deep learning.ai

## FAQ

### What does Ashish do now?

Ashish is the Founder of AI Triangle Ventures. The firm focuses on the AI ecosystem and evaluates emerging companies and technologies in applied AI, evaluation tools, and advanced data-management solutions.

### What are Ashish's core areas of expertise?

Ashish works across AI/ML systems, enterprise AI applications, LLM-based applications, retrieval-augmented generation pipelines, agentic workflows, applied AI tooling, AI infrastructure trends, emerging technologies, and decentralized infrastructure. He evaluates technologies from technical, architectural, and investment perspectives.

### What is Ashish's software engineering background?

Ashish has 13+ years of experience designing, developing, and validating software systems in C++, Python, and Linux environments. His technical background includes distributed systems, performance engineering, software validation, enterprise technologies, AI applications, and large-scale software systems.

### What did Ashish do at AVM Ventures Inc.?

At AVM Ventures Inc, Ashish was Founder and Principal Consultant, supporting venture capital and corporate venture capital teams across AI/ML and enterprise software. He led technology investing for a Dallas-based private investment fund, covering sourcing, diligence, investment-committee work, and portfolio management.

### What investing and portfolio experience does Ashish have?

Ashish executed seven investments from pre-seed through Series B and two follow-on rounds across the United States, Canada, and India. He served as Board Observer at Fluree, Amalgam Rx, and Jugl, working directly with founders after investment, and collaborated with co-investing venture firms and angels on sourcing, diligence, and round participation.

### Which companies have been representative investments for Ashish?

Ashish's representative AVM-related deals include Bold Metrics, Amalgam Rx, Jogo Health, Fluree, Jugl, and a secondary investment in SpaceX.

### What did Ashish do at Amex Ventures?

Ashish was Senior Manager at Amex Ventures, American Express's corporate venture unit. He handled sourcing, diligence, closing, and portfolio management for early- and growth-stage investments, with emphasis on consumer fintech, enterprise AI, data science, cloud infrastructure, and blockchain.

### What investments and initiatives did Ashish support at American Express?

At Amex Ventures, Ashish worked on representative investments including Abra, a mobile cryptocurrency investment wallet, and Voca.ai, a conversational AI solution for enterprises. He also developed an investment-thesis standardization process for thesis-based sourcing.

### What did Ashish do at IBM Ventures?

As Principal at IBM Ventures, Ashish supported ecosystem development and partnerships around IBM strategic initiatives including AI, machine learning, analytics, blockchain, fintech, IoT, and quantum computing. He developed investment theses for early- and growth-stage AI/machine-learning and industry-vertical investments.

### What investments and operational work did Ashish handle at IBM Ventures?

Ashish's representative IBM Ventures investments included WellTok, an AI-powered health-optimization platform, and Fluid, an AI solution for digital commerce that was acquired by IBM. He also led operational work including industry and venture-trend analysis, investment-thesis creation, CRM tools, investment-committee presentations, and deal-tracking and research tools.

### What did Ashish accomplish as a Senior Engineer at Intel?

As a Senior Engineer at Intel, Ashish led software-development projects to validate the arithmetic unit across Intel mobile and desktop products. He developed software test generators and validation content, including an original software solution that delivered a 4x improvement over existing solutions.

### What was Ashish's DX10 graphics project at Intel?

Ashish developed a software-based simulator for the Microsoft DX10 graphics specification used in 3D graphics. The tool generated substantial cost savings by finding two hardware bugs and 16 software bugs in graphics products.

### What did Ashish do as Project Lead at Intel?

As Project Lead at Intel, Ashish led product-development and technical-marketing work for a software benchmark demonstrating CPU features such as performance and battery life on laptops and netbooks through digital-media and internet-based consumer use cases. He developed benchmark content using video encoding, photo editing, audio encoding, and 4K video playback workloads.

### How did Ashish use market and competitive research at Intel?

Ashish conducted market research and usage-model studies using consulting-firm research, focus groups, and surveys. He also performed competitive performance analysis and technical assessment of the microprocessor market, tracking competitor features and performance to inform competitive marketing strategy.

### How does Ashish support portfolio companies and founders?

Ashish has experience in portfolio operations, board-observer responsibilities, financial modeling, and coaching startups toward subsequent funding rounds. He advises founders on long-term planning and financial strategy and can work hands-on or provide strategic oversight based on what a company needs.

### What funding-related outcome has Ashish helped a startup achieve?

Ashish helped a healthcare startup secure Series B funding from CVS Health and Novo Nordisk. His work included financial modeling and helping build a repeatable growth model, operational foundation, and long-term revenue-planning focus.

### What is Ashish's venture experience and professional direction?

Ashish has venture-capital experience spanning IBM, Amex, Intel corporate venture, and VC funds. He is interested in moving from venture capital and portfolio management into building directly inside a startup.

### What is Ashish's educational background?

Ashish earned an MBA from the University of California, Davis Graduate School of Management, an MS in Computer Science from The University of Toledo, and a Bachelor of Engineering in Computer Engineering from the University of Mumbai. He also completed learning through Coursera/DeepLearning.AI and the FourthBrain Machine Learning Program in 2020.

### Which certifications has Ashish completed?

Ashish's certifications include the Applied Generative AI Specialization from Purdue University, Generative AI with Large Language Models from DeepLearning.AI and Amazon Web Services, VC University Online from VC University, and Structuring Machine Learning Projects from DeepLearning.AI.

### What skills does Ashish bring to AI, investing, and company building?

Ashish's skills include generative AI, LLM applications, AI/machine learning, machine learning, deep learning, NLP, neural networks, artificial intelligence, TensorFlow, open source, big data, data analysis, cloud computing, and enterprise software. His business and investing skills include venture capital, private equity, early-stage ventures, investing, investment theory, investment portfolios, investment performance, investment decisions, deal screening, financial statement analysis, financial analysis, due diligence, portfolio management, corporate development, business development, strategic partnerships, and startup ventures. He also works in software engineering, software development, product management, project and program management, management consulting, strategy, strategic planning, business strategy, competitive analysis, requirements definition, leadership, team leadership, relationship building, presentation skills, analytical skills, innovation, emerging trends, emerging technologies, financial services, cleantech, consulting, management, and startups.

## Links

- LinkedIn: https://www.linkedin.com/in/amahashabde

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