From a single conversation to a production-ready, tested, and committed data application — infrastructure dependencies aside.
Define the market question and scope
MARIA starts by clarifying the research objective: target market, geography, customer segment, competitor set, regulatory context, and decision deadline. The scope is converted into a structured research plan, so every output answers a specific business question.
Collect evidence from trusted sources
MARIA gathers relevant signals from approved sources such as market reports, company materials, regulatory publications, public datasets, analyst commentary, news, and internal knowledge. Each source is logged, classified, and prepared for grounded analysis.
Analyse markets, competitors and constraints
MARIA compares market demand, competitor activity, customer needs, regulatory barriers, and expansion risks, separating observed facts from assumptions. The result is a structured view of what the market is doing and what it means for your strategy.
Generate recommendations and open questions
MARIA translates the evidence into clear go-to-market recommendations: where to play, how to position, which risks to manage, and what requires further validation. Every recommendation is linked back to the research signals behind it.
Package intelligence for review and action
MARIA produces a concise research pack with findings, sources, confidence levels, recommended actions, and unresolved questions. Business owners review the output, decide what to proceed with, and keep the intelligence record ready for reuse.