Description
Role Overview
As a Test Automation Lead at Dailoqa, you'll architect and implement robust testing frameworks for both software and AI/ML systems. You'll bridge the gap between traditional QA and AI‐specific validation, ensuring seamless integration of automated testing into CI/CD pipelines while addressing unique challenges like model accuracy, GenAI output validation, and ethical AI compliance.
Key Responsibilities
Test Automation Strategy & Framework Design
Design and implement scalable test automation frameworks for frontend (UI/UX), backend APIs, and AI/ML model‐serving endpoints using tools like Selenium, Playwright, Postman, or custom Python/Java solutions.
Build GenAI‐specific test suites for validating prompt outputs, LLM‐based chat interfaces, RAG systems, and vector search accuracy.
Develop performance testing strategies for AI pipelines (e.g., model inference latency, resource utilization).
Continuous Testing & CI/CD Integration
Establish and maintain continuous testing pipelines integrated with GitHub Actions, Jenkins, or GitLab CI/CD.
Implement shift‐left testing by embedding automated checks into development workflows (e.g.,
unit tests, contract testing).
AI/ML Model Validation
Collaborate with data scientists to test AI/ML models for accuracy, fairness, stability, and bias mitigation using tools like TensorFlow Model Analysis or MLflow.
Validate model drift and retraining pipelines to ensure consistent performance in production.
Quality Metrics & Reporting
Define and track KPIs.
Test coverage (code, data, scenarios)
Defect leakage rate
Automation ROI (time saved vs. maintenance effort)
Model accuracy thresholds
Report risks and quality trends to stakeholders in sprint reviews.
Drive adoption of AI‐specific testing tools (e.g., LangChain for LLM testing, Outstanding Expectations for data validation).
Soft Skills
Solid problem‐solving skills for balancing speed and quality in fast‐paced AI development.
Ability to communicate technical risks to non‐technical stakeholders.
Cooperative mindset to work with cross‐functional teams (data scientists, ML engineers, DevOps). behavior validation
📌 Software Testing Lead Noida
🏢 Saarthi
📍 Noida