I shape complex systems into tools people actually use.
an engineer-minded product builder with an eye for design, systems, documentation, and the little details.
Hello👋 I’m Simranjot,
Builder: I design and help ship products and tools on top of complex systems and data.
Bridge: I sit between founders, engineers, data, and the people closest to the customers, so everyone works from the same picture.
Craft: I care about the system under the hood and the experience on the surface, so people trust and use what we ship.
Where I’m most useful
Most of my work tends to fall into a few recurring patterns. If you see yourself in one of these, this is usually where I add the most value.
Product Strategy & Leadership
When you need a hands-on product partner to help align founders, product, and go-to-market teams, I help clarify the real bets, decide where automation or AI actually makes sense, and drive complex initiatives from idea through adoption.
Data & Insights
When there’s data but little clarity, I shape the metrics, reporting, and AI-assisted analysis to answer key questions about what’s happening and whether it’s working for product, growth, support, and leadership.
Product UX & Delivery
When ideas are still fuzzy, I define the core objects, states, and flows to shape a clear first version. I work closely with design and engineering, using prototypes and early validation to reduce risk before we commit to building.
Workflows & Internal Tools
When teams run on hacks and scattered tools, I design and refine the underlying workflows and internal systems for operations, support, and success so the day-to-day work gets done with less friction and confidence.
Making a product feel right
These are some of the things I consistently pay attention to.
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Designing products so people can start simple, build confidence, and gradually grow into more powerful workflows without feeling overwhelmed upfront.
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Defining numbers that reflect how the business and operations actually work, so teams believe what they’re seeing and act on it with confidence.
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Creating shared language and honest naming so everyone; product, engineering, support, and stakeholders are talking about the same things in the same way.
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Essential when the underlying systems, data, or workflows are complex. I firmly believe UI should absorb complexity, not amplify it.
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Spending time on error states, empty states, and awkward paths because that’s where confusion, frustration, and support load usually live.
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Surfacing and reducing the manual glue work that keeps systems “working” behind the scenes, often carried by support, ops, and community teams.
“These details compound over time and often determine whether a product scales or collapses under its own complexity.”
How I usually plug in
Every team, product, and stage is different. But in practice, my work usually follows a simple, repeatable rhythm.
☁︎ Start where it hurts
I begin by understanding what’s painful today and what the team is trying to achieve. That usually means walking through the product, site, or tool, and I talk to the people closest to the work so I can map the current flows, content, and constraints, and we agree on what problem we are really solving.
⛺︎ Shape and align
Next, I turn that understanding into clear structures and directions. This can look like defining object models, flows, states, or using diagrams and prototypes to explore different approaches. At this stage, the focus is on clarity, tradeoffs, and alignment before we commit.
✒ Document with intent
I focus on creating shared understanding across teams. A big part of this is writing thoughtful PRD(s) that read more like a story than a checklist. I cover core requirements and edge cases to states, error handling, and even small details like placeholder texts, helping us move faster with fewer surprises.
✂︎ Build, learn, and refine
Once we commit to a direction, I stay deeply involved through delivery and beyond. I work closely with engineering to get the first versions out, ensure the right instrumentation and feedback loops are in place, and then refine based on how the product is actually used, not just how we expected it to be used.
“The work doesn’t end at launch. That’s usually where it gets interesting.”
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It’s usually a good fit if you’re one or more of the following:
You’re building or evolving a complex product, platform, or internal system.
You care about UX and adoption as much as features and architecture.
You have data (or plan to), but lack clear, trusted metrics and tools.
You need someone who can talk with business, engineering, and users on the same day.
You’re working with complex systems, internal tools, or AI-powered workflows and want them to feel clear and trustworthy.
You’re comfortable with honest questions about bets, constraints, and tradeoffs.
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I’ve worked with teams across a wide range of domains, including developer tools, conversational AI, e-commerce, healthcare, marketing solutions, support systems, B2C apps, and B2B SaaS.
Most of my experience is with early and growth-stage products, where systems are complex, teams are still finding their footing, and getting the product and tooling right can unlock significant leverage.
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I plug into existing teams rather than working off to the side. Typically, a founder or product lead is my closest partner, and I collaborate directly with design, engineering, data, ops, and support. I’m comfortable joining existing rituals or helping shape new ones, so work stays aligned, momentum is maintained, and decisions don’t get lost.
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Yes! I’ve been building with AI in different forms for a while, from earlier conversational systems to today’s LLM-based tools. In practice, that usually means using LLMs and embeddings to make products and internal tools less painful and more useful. For example:
Turning messy data or content into structure, tags, and summaries people can trust.
Giving teams natural-language ways to search, filter, and ask questions about their own systems.
Building small copilots that remove repetitive steps from support, ops, or analysis workflows.
I care less about talking about AI and more about placing it where it genuinely improves how teams and customers experience the product.
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I’ve worked across a wide mix of tools, platforms, and domains, so I can usually get up to speed quickly. If I don’t think I’m the right fit for a specific problem, I’ll say so early and, when possible, point you to someone who might be a better match.
A Few Things People Usually Ask
Let’s Connect
If you’re building something complex, thinking through a tricky product problem, or just want to compare notes, feel free to reach out.