Avdhesh Kushwaha

I am an IT and technology professional with 9+ years of experience across software development, IT consulting, business analysis, project management, product management, digital transformation, and AI workflows. I work at the intersection of technology, business, products, and AI—translating business requirements into practical solutions, managing end-to-end product delivery, and improving operational efficiency. My experience includes Go-to-Market (GTM) planning and execution, product launch coordination, client onboarding, customer engagement, product demonstrations, stakeholder management, and cross-functional delivery. I have contributed to 40+ SaaS, web, and mobile projects, collaborating with development, UI/UX, QA, business, and client teams across the product lifecycle. I also have hands-on experience in AI model evaluation, data annotation, model comparison, LLM response evaluation, and AI failure analysis. My work includes evaluating AI-generated outputs against structured criteria, identifying failure patterns, detecting factual errors and hallucinations, assessing instruction following and reasoning, and creating evidence-based evaluation rationales. Key AI capabilities: • LLM/AI response evaluation and ranking • AI failure-mode identification and analysis • Data annotation and quality review • Hallucination and factual-error detection • Instruction-following and reasoning evaluation • Evidence-based evaluation and QA • Multimodal AI workflows involving text, audio, and visual content My approach is practical and evidence-driven: understand the objective, apply defined criteria, validate evidence, avoid unsupported assumptions, and deliver consistent, defensible outcomes. I am interested in opportunities across GTM Operations, Product Operations, Business Analysis, Digital Transformation, Generative AI, LLM Evaluation, AI Quality & Validation, AI Training Data, Data Annotation, Prompt Evaluation, and Multimodal AI.