STEP 01
MVP: validated the product with a focused first version
The team started with a roadmap focused on time to market and extensibility, then designed a seamless user flow and a slick, modern interface. We built the architecture to handle large volumes of data flowing into the system in real time, then introduced NLP to extract keywords from a continuous stream of text across dozens of pages — ranking, grouping, and linking them so marketers get holistic insights instead of disconnected numbers.
STEP 02
Dedicated product team: stable team that owns product delivery
We embedded a dedicated team — product manager, tech lead, UX/UI designer, backend engineer, data engineer, and frontend engineer — to own the product end-to-end. This kept ownership consistent throughout the project, without the handoffs of rotating contractors.










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