ai-cicd-triage
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Developer Tools / Generative AI
AI-Powered CI/CD Failure Triage
2026
Product management portfolio
Manish Biswas
Technical product manager. I turn messy problems into shipped products — users, business, and tech in the same room.
Ship itUsers firstPRD then cut
“The job of a product manager is to discover a product that is valuable, usable, and feasible.”
— Marty Cagan
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Case studies
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Users impacted
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% Faster Deployment
Featured work
Case studies
A rotating look at selected work. Open the file drawer for the full set.
The path
Experience
Roles and orgs, most recent first. Hover or tap a row for the story.
Owned the product lifecycle for an AI-powered CI/CD log analyzer — discovery with SRE and DevOps users, problem framing, PRDs, scoping, launch, and post-launch iteration. Authored PRDs and feature specs for LLM-based failure triage, including an accept/reject loop that improved a shared file store. Partnered with engineering to ship a FastAPI + Next.js product (Elasticsearch, LangGraph) that cut triage from hours to minutes across 1,000+ indexed sessions.
Worked on the product team for an LLM analytics platform. Identified gaps in how enterprise clients analyzed failed chatbot conversations and user frustration, then ran interviews that put a Frustration module on the roadmap. Authored the PRD and feature spec, collaborated with engineering on model threshold, scope, and UI, and led discovery-to-launch — a 40% lift in analytics-module engagement.
Managed product strategy for technical workshops reaching 500+ students. Led hackathons (satisfaction +60%) and mentorship programs.
The toolkit
Core competencies
A toolkit honed across engineering, design, and business.
Product Strategy
Defining vision, roadmap, and go-to-market strategies
User Research
Understanding user needs through interviews and data
Analytics & Metrics
Defining and tracking KPIs for product success
Stakeholder Management
Collaborating with engineering, design, and business teams
Agile & Scrum
Leading sprints and iterative product development
Product Design
Creating intuitive user experiences and workflows