When your AI product operates within multisided workflows, you have to juggle between legacy processes, cross-team dependencies, data constraints and users’ real-world behaviors.
We step in at exactly that moment to help you map out complex operational realities, translate strategic insights into automation product requirements, and frame action-oriented narratives that align leadership and teams.
We work with the internal builders launching what’s next and who need a partner that understands the organizational realities of turning in-house innovation into funded bets.
Bring us in at these critical decision points:
You’ve piloted an automation capability in real workflows. Adoption varies, outputs differ, and edge cases emerge. We help you pinpoint where refinement matters.
You’re building workflow automation or agentic AI capabilities. As development progresses, process complexity becomes visible. We map how work actually happens to inform high-stakes product decisions.
You’re exploring how automation can play a role in your product strategy and operations. Opportunities are emerging. Multiple directions are evolving. We help identify where it’s worth investing.
Internal innovation moves fast. Your timelines are compressed, your stakeholders need evidence yesterday, and you're building the business case while evaluating the opportunity.
We're built to match your reality through:
Strategic systems research expertise without the overhead of a full-time hire or the detachment of traditional consulting.
Clear strategic POV with actionable short- and long-term product recommendations. Every insight we deliver ties directly to the decisions you need to make.
Stay embedded in your team as an ongoing thinking partner, flexing depth and focus as your priorities evolve.
Book a call to discuss your product landscape, or request work samples to see how we've helped teams like yours.


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Our Founder, Trang, is known for blending systems research, business acumen, and narrative framing to crystalize 0-1 product opportunities. She has worked with both major Tech companies, such as Booking.com, HubSpot, Google, Zalando, and early-stage startups.
We specialize in systems research for automation products built on complex operational workflows. We embed with teams when strategic bets are on the table, transform unstructured data into clear narratives, and deliver actionable direction that drives cross-team alignment.