Saravana Kumar

CTO

San Francisco, California, United States20 yrs experience
Highly StableAI Enabled

Key Highlights

  • Led AI transformation at Apollo.io
  • Scaled engineering team from 15 to 90+ at Ally.io
  • Pioneered ML at scale with Topsy's analytics platform
Stackforce AI infers this person is a SaaS and AI-driven product expert with extensive leadership experience.

Contact

Skills

Core Skills

Machine LearningAiProduct ManagementEngineering ManagementLeadershipNatural Language ProcessingData Engineering

Other Skills

SearchRecommendationsConversational IntelligenceContent generationLead ScoringAI-powered OKR assistantProduct capacity scalingMigration and integrationTeam scalingProduct launchWeb SearchOpen Domain Question AnsweringDeep LearningNLPReal-time analytics

About

Saravana Kumar is an engineering leader with a proven record of building and scaling machine learning–powered products that drive real business impact. Across startups and global tech giants, he has led transformative initiatives in search, natural language understanding, conversational intelligence, and AI-driven product innovation. He built Topsy’s planet-scale social analytics platform—pushing HBase beyond its limits and pioneering ML at real scale; at Apple, he founded Siri’s Web Search team, built its first federated rankers, drove breakthroughs in relevance, and shipped its fastest-ever autocomplete; he then scaled Ally.io through rapid growth to a Microsoft acquisition; and now at Apollo, he’s shaping the company into an AI-native organization with a category-defining assistant. At Apollo.io, as Head of Machine Learning, Saravana has led the company’s transformation into an AI-first GTM platform, overseeing the Engagement and ML verticals. Under his leadership, Apollo launched intelligent prospecting, deep company research products, auto-personalized message generation, and one of the most advanced AI assistants in the GTM space—often called the “Cursor moment” for revenue platforms. Previously, as Director of Engineering at Ally.io (and later Microsoft), he scaled the team from 15 to 90+, led the migration into Microsoft’s Viva Goals, scaled the platform to handle 50× more traffic, and delivered one of the fastest product launches in Microsoft history. He also launched an AI-powered OKR assistant that boosted adoption and business impact across enterprises. At Apple, he founded and scaled teams that powered Siri’s Web Search and Open-Domain Question Answering, evolving the system from text-based indexing to semantic search and comprehension models. His work resulted in five granted patents in search relevance, semantic understanding, and query prediction. Earlier, as Software Architect at Topsy Labs, he built one of the world’s largest real-time analytics platforms over social data, pioneering large-scale geo-tagging, sentiment analysis, and influencer detection. His work led directly to Topsy’s acquisition by Apple. Saravana holds an M.S. in Computer Science from Syracuse University, specializing in search and machine learning, and a B.E. in Electrical and Electronics Engineering from NIT Trichy. Known for his people-first leadership and focus on measurable AI outcomes, he builds high-synergy teams that innovate with empathy, precision, and deep product alignment.

Experience

Freehand

Chief Technology Officer

Jan 2026Present · 2 mos · San Francisco, CA · Hybrid

Apollo.io

Director of Engineering - AI and Automations

Dec 2022Dec 2025 · 3 yrs · India · Remote

  • Overseeing the Machine Learning initiatives across the entire product space from Search, Recommendations, Conversational Intelligence, Content generation, and Lead Scoring.Also managing the Sales Engagement vertical including email engagement, dialer, and the Plays(Workflows) feature teams.
Machine LearningSearchRecommendationsConversational IntelligenceContent generationLead Scoring+1

Microsoft

Principal SWE Manager

Nov 2021Dec 2022 · 1 yr 1 mo · India

  • Led the migration and integration of Ally OKR product into the Microsoft ecosystem. Scaled the product capacity by 50x in terms of traffic and users. Conceptualized and launched the AI-powered OKR assistant feature, which became a critical driver for OKR adoption for our users.
AI-powered OKR assistantProduct capacity scalingMigration and integrationProduct ManagementAI

Ally.io(acquired by microsoft)

Director Of Engineering

Jan 2020Dec 2021 · 1 yr 11 mos · Chennai Area, India

  • Reporting to CEO. Led the engineering team and grew from 15 engineers to 90+ engineers in a year. Launched 3 new sub-products driving significant adoption and revenue impact. Led the company through the Microsoft acquisition.
Engineering ManagementTeam scalingProduct launchLeadership

Apple

Senior Machine Learning Manager - Siri

Dec 2013Jan 2020 · 6 yrs 1 mo · Cupertino

  • Head of Web Search and Open Domain Question Answering team in Siri.
  • Created and driven the vision of Web content powered Question Answering in Siri. Recruited a team of data scientists, NLP experts, Deep Learning researchers in cutting edge Machine Comprehension area. Lead the evolution of higher-order deep learning inferencing and semantic search platform for natural language search. Recruited and formed a 25 member team in Apple, hiring Engineering managers, Research scientists and Platform engineers to power the Search platform.
  • Led the evolution of Search indexing from text-based to semantic indexing, with online Learning to Rank capabilities. Author of the first version of Web Domain Influence computation, Graph based Crawler, Query suggestion ranking, Search Ranking and Question Answering modules. Primary author of 5 patents filed in Search relevance and ranking, Query Prediction, Web content quality prediction
Web SearchOpen Domain Question AnsweringDeep LearningNLPMachine LearningNatural Language Processing

Topsy labs(acquired by apple)

Software Engineer

Aug 2011Nov 2013 · 2 yrs 3 mos · San Francisco Bay Area

  • Architect of Topsy's analytics platform, a real time and complete historical analytics engine over the entire web's social content. Build the Machine learning models for geo tagging, influencer prediction, sentiment analysis. Pioneering the adoption of MapReduce, HBase creating one of the biggest installations of HBase of the time. Led the vision and execution of migration from AWS to on-prem Hadoop powered data center. Led the evolution of analytics engine to Search Index based architecture
Real-time analyticsMachine learning modelsHBaseMapReduceData EngineeringMachine Learning

Bloomberg lp

2 roles

Financial Software Developer

Promoted

Jun 2010Sep 2011 · 1 yr 3 mos

  • Part of the ticker plant team which develops low latency database for global financial data. Build the sanity monitor suite for database integrity and availability. The suite was critical in ensuring high availability of the database.

Financial Software Developer Intern

May 2009Aug 2009 · 3 mos

  • Developed an API search functionality involving XML parsing using C++
  • Re-factored an existing JavaScript module with Object Oriented Design
  • Developed an event scheduling application with C++, MySQL using OTL library

Tek-tools software solutions(acquired by solarwinds)

Senior Software Engineer

Jun 2006Jul 2008 · 2 yrs 1 mo

  • Developed a J2EE POC model using the frameworks Tapestry, Spring, Hibernate and Ajax running on MySQL for a major redesign of the product
  • Developed generic data models and APIs for Storage Servers such NetApp, Hitachi, EMC in Java
  • Developed Java based multi-threaded data querying clients which talked to virtualization software, storage servers and backup software
  • Developed parser modules in Perl to process Network MIB files from different Storage servers
  • Acted as a pre-sales executive, handling product demos for prospective customers in India and UK demographic

Tata consultancy services ltd

Assistant Systems Engineer

Jun 2004Jun 2006 · 2 yrs

  • Acted as a J2EE architect in development, customization of JOA- A J2EE architecture for the development of e-governance along with business component development using J2EE
  • Handled Release Management activities and executed the first roll-out of the project in one of the customer location, with the additional responsibility of customer training and supervision
  • Obtained the 'Star Performer' award in TCS for the effective customer interaction during project roll-out
  • Acted as the Module representative during the user acceptance testing in TCS headquarters, Delhi, with the responsibility of coordination, technical supervision of a 4 member team
  • Worked on application usability analysis as requirement analysis of the next phase of development

Education

National Institute of Technology

Bachelor — Technology; Electrical and Electronics Engineering

Jan 2000Jan 2004

Syracuse University

Masters — Information Retrieval and Data Mining

Jan 2008Jan 2010

Stackforce found 100+ more professionals with Machine Learning & Ai

Explore similar profiles based on matching skills and experience