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Intelligence

Cardano Project Intelligence

Project Intelligence explains the Cardano projects behind the tokens: what they build, how they work, how they make money, who is behind them and what the documented risks are — drawn from Merkle's deep, curated knowledge of major Cardano projects and tokens.

Token metrics alone do not explain a project. Project Intelligence covers the layer above the market data — the protocol, the product, the business model and the ecosystem context — using a curated registry of verified project information rather than open-ended scraping.

Merkle maintains structured knowledge of the major projects and tokens across the Cardano ecosystem. That makes Project Intelligence useful well beyond market research: if you are new to Cardano and come across a project you don't recognise, you can simply ask Merkle about it and get a clear, structured explanation — instead of piecing the picture together from a website, a whitepaper, social posts and third-party listings.

Ask about a project inside Merkle.

Explore Cardano with Merkle

Because this intelligence is built on curated, verified project knowledge, Project Intelligence also works as a Cardano knowledge and discovery layer. Ask Merkle about a project and you can learn:

  • What a Cardano project actually does
  • How its protocol or product works
  • What its token is used for
  • How its tokenomics are structured, where verified
  • How the project fits into the wider Cardano ecosystem
  • Who is behind it, where curated information exists
  • Documented risks and important context

If you're onboarding into Cardano, this is often the fastest way to understand what you're looking at — the project, its token and its context in one structured answer. Experienced users get the same depth for structured project research, with every claim traced back to verified data rather than narrative.

These structured reports are deterministic intelligence: they are assembled from our own verified data and rendered from our own code, so they don't consume your free AI interactions and currently have no separate limit.

Report Structure

  • Project Overview — what the project is and what it does
  • Token — the project's token and its key measured metrics
  • How It Works — the mechanics of the protocol or product
  • Key Features — what the project actually ships
  • Business Model — how the project generates value
  • Token Role — what the token does inside the system
  • Tokenomics — allocation, supply model, unlocks and emissions when verified
  • Network Participation — staking or governance participation where applicable
  • Ecosystem & Adoption — infrastructure and current adoption context
  • Roadmap — with the date the roadmap information reflects
  • Team & Community — curated founders, roles and community context
  • Risk Notes — documented risks
  • Official Links — verified project links
  • AI Companion Assessment — a project-level interpretation

Every section is conditional. A project without documented tokenomics gets no Tokenomics section, and a project without curated team data gets no Team & Community section.

Verified Data, Not Narrative

Project data is curated from official documentation and verified against on-chain reality where the two overlap. Allocation percentages are reconciled against canonical total supply, and conflicting or incomplete documented distributions are flagged rather than smoothed over.

Category-aware interpretation
The assessment adapts to the kind of project it is reading. A protocol with direct revenue sharing is described differently from a community- or brand-led token with ecosystem-level revenue. Absent mechanics — no staking, no revenue share — never produce a section implying they exist.

Team & Community Context

Where curated data exists, reports include founders and notable contributors with their role and public X handle, plus neutral community context. People are stored once and referenced by project, so a founder involved in several Cardano projects is recognised across all of them.

Relationship to Token Intelligence

Project and Token Intelligence share the same source of truth for token and tokenomics data. Project reports stay project-focused; token reports stay market- and supply-focused. The split exists so neither report repeats the other.