Product Strategy
End-to-end product direction from research and strategy to roadmaps that teams can actually ship against.
- Discovery & problem validation
- Roadmapping & prioritization
- Stakeholder alignment
- Success metrics
Building intelligent systems

From user research and roadmaps to AI agent workflows, product systems that hold up in production, not just in demos.
Trusted by teams at
Full-spectrum product work for teams building ambitious, human-centered systems.
End-to-end product direction from research and strategy to roadmaps that teams can actually ship against.
LLM-powered workflows designed for production, useful, measurable, and cost-aware from day one.
Research-backed positioning and iterative validation from prototype through launch.
Week 1 to 2
Understanding users & business goals
Discovery interviews
I begin every project with thorough user research and stakeholder interviews to understand the problem space and align on project goals.
// Agent workflow spec
const pipeline = {
eval: "quality-bar",
fallback: "human-review",
tokens: budget(max: 1200)
}From wireframes to interactive prototypes, I bring ideas to life early and enable testing before heavy engineering investment.
Usability +94%
Through continuous user testing and data analysis, I iterate until experiences deliver exceptional outcomes and measurable results.





I'm Manish, a Civil Engineer turned Product Manager who's traded hardhats for product roadmaps but kept the same blueprint-style, systems mindset.
Whether I'm uncovering user pain points, sketching the next MVP, or translating tech-speak for stakeholders, my north star stays simple: build solutions that genuinely improve everyday lives.
I combine structured problem-solving with user empathy to ship products that feel sturdy, intuitive, and human-centered.
Notes on AI product strategy, systems thinking, and building with LLMs.