MARIA

Market Analysis & Research Intelligence Agent
Researches markets, competitors, trends, regulations, and expansion opportunities to produce source-grounded market intelligence and go-to-market recommendations.
MARIA AI market research agent illustration

What MARIA Can Do For You

MARIA uses a source-grounded agentic research pipeline to analyse markets, competitors, trends, regulations, and expansion opportunities, turning fragmented external signals into structured market intelligence and go-to-market recommendations.
Market Landscape Research
MARIA researches target markets, customer segments, category dynamics, demand signals, and growth drivers, producing structured landscape views that help teams understand where the opportunity is, how large it is, and what evidence supports it.
Competitor Intelligence
MARIA tracks competitor positioning, propositions, pricing signals, product moves, partnerships, and market activity, summarising what has changed, why it matters, and where your organisation may have a strategic advantage or exposure.
Trend & Signal Monitoring
MARIA monitors market signals across trusted sources, identifying emerging trends, technology shifts, buyer behaviour changes, and weak signals before they become obvious, helping teams move from reactive reporting to proactive intelligence.
Regulatory & Market Entry Analysis
MARIA analyses regulatory requirements, operating constraints, local market conditions, and entry barriers for new geographies or sectors, giving leadership a grounded view of what is feasible, what is risky, and what needs validation.
Go-to-Market Recommendation Support
MARIA turns market evidence into practical go-to-market recommendations: priority segments, positioning angles, channel options, messaging themes, and next-best actions, always separating sourced facts from assumptions that still need testing.
Source-Grounded Research Packs
Every MARIA output is structured, traceable, and reviewable. Findings are backed by source references, confidence levels, and open questions, so teams can use the intelligence with clarity instead of relying on unsupported summaries.

How it works

From a single conversation to a production-ready, tested, and committed data application — infrastructure dependencies aside.

1

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.

2

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.

3

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.

4

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.

5

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.

6

7

8

9

10

Who is it for

MARIA is built for organisations that need faster, better-grounded market intelligence before making product, expansion, investment, or go-to-market decisions.
Strategy & growth teams
Move from scattered research notes to structured market intelligence. MARIA helps your team assess opportunities, compare markets, and shape growth options with evidence, not opinion, before committing budget or roadmap capacity.
Product marketing & go-to-market teams
Understand buyer needs, competitor positioning, messaging gaps, and channel options faster. MARIA gives GTM teams a source-grounded view of what to say, who to target, and where the strongest market signals are emerging.
Leadership & investment committees
Make expansion and investment decisions with clearer evidence. MARIA summarises the opportunity, risks, regulatory constraints, and open questions in a format executives can challenge, approve, or send back for deeper validation.