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AI-Driven QA Lifecycle | 12th SF Bay Area Meetup

​What if AI could support quality before testing even begins?
​The AI-Driven QA Lifecycle brings AI into every stage of software quality — from requirements analysis and test planning to test generation, automation, execution, failure analysis, and continuous improvement.

​At The Test Tribe’s 12th SF Bay Area Meetup, Dilruba Malik will explore how AI-powered workflows and agents can help QA teams identify risks earlier, accelerate test creation, improve coverage, and move from reactive validation toward a more proactive and continuously learning Quality Engineering organization.

​Event Details

  • ​Date: 27 October 2026
  • ​Time: 06:00 PM – 08:00 PM PDT
  • ​Venue: 1631 N First St, San Jose, CA

Session – AI-Driven QA Lifecycle

​Speaker: Dilruba Malik, Senior SQA Manager at Palo Alto Networks

​The session explores how AI can connect traditionally separate stages of the QA lifecycle into a more intelligent quality ecosystem.
​
You’ll explore how AI can support:

  • ​Requirements & Test Planning – Analyze product requirements and specifications to identify risks and generate relevant scenarios.
  • ​Test Creation & Automation – Generate test cases and automation scripts using product knowledge, historical test data, and existing automation patterns.
  • ​Execution & Failure Analysis – Use AI-powered agents to support execution, defect analysis, and root-cause investigation.
  • ​Continuous Quality Improvement – Improve regression coverage and respond faster as products and requirements evolve.

​How This Meetup Solves Your Problem

​QA is still heavily reactive? Explore how AI can help identify quality risks earlier in the lifecycle.
​Test creation takes too much time? See how AI can accelerate scenario, test-case, and automation generation.
​Your tools and quality data are disconnected? Explore the idea of an AI-powered ecosystem connecting knowledge, automation, tools, and agents.
​Regression and failure analysis consume too much effort? Learn how AI can support continuous coverage and faster investigation.

​Why Show Up on 27 October?

  • ​Because quality shouldn't begin when development is finished.
  • ​Because AI can help QA teams move from reactive defect detection to proactive risk identification.
  • ​Because the opportunity is bigger than AI-generated test cases - it’s about connecting the entire QA lifecycle.
  • ​Because AI-powered agents can support testing work from planning through failure analysis and continuous improvement.

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About The Test Tribe

The Test Tribe is the world's largest software testing community, empowering testers globally since 2018. With 925+ events and 170K+ members across 130+ countries, we bring software professionals together to learn, grow, and connect through meetups, conferences, cohorts, masterclasses, and more.

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Related topics

Events in San Francisco, CA
Artificial Intelligence
Professional Networking
Quality Assurance
Software QA and Testing
Technology

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