The Value Discovery Engine of Polkadot — QueryWeb3

Ecosystem
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As the Polkadot ecosystem rapidly evolves, innovation is flourishing (DeFi, RWA, liquid staking, cross-chain assets, derivatives, etc.). Yet information remains highly fragmented, standards are inconsistent, and both investors and projects face high judgment costs.

QueryWeb3 was created to solve this. It is the first application-layer data service platform in the Polkadot ecosystem with “investment decision-making” as its core mission. The goal is not to provide more data, but to transform fragmented information into comparable, analyzable, and actionable decision intelligence.

:globe_with_meridians: Core Positioning

  • Value Discovery Engine: Focused on application-layer data to help investors and projects uncover real value.

:bar_chart: Data Dimensions

  • Yield Dimension: Staking APR/APY, liquidity mining returns, lending & derivatives interest structures

  • Capital Dimension: TVL trends, net inflows/outflows, trading volume & activity

  • Project Dimension: Protocol health, user growth & retention, competitiveness within the ecosystem

:busts_in_silhouette: Who Benefits

  • Individual Investors: Compare yields, identify risks, and discover opportunities

  • Institutions & Professional Capital: Systematic data, protocol comparisons, trend analysis

  • Project Teams: Understand positioning, competitor performance, and user behavior

  • Researchers & Power Users: Gain insights into the real operating state of Polkadot

:white_check_mark: Milestones Achieved

  • Multi-protocol data integration (Bifrost / Hydration / Moonbeam)

  • BI data system (standardized fact & dimension tables)

  • Unified API service (GraphQL + FastAPI)

  • Real-time yield, capital flow, and protocol health analysis

:crystal_ball: What’s Next

  • Short Term: More parachain integrations, personalized dashboards, AI-powered yield trend analysis

  • Mid Term: Project scoring & risk rating, decentralized data sharing mechanisms

  • Long Term: On-chain behavioral credit models, intelligent investment decision engines — evolving into “decision infrastructure”

Conclusion: Polkadot does not lack innovation. What it lacks are tools to reveal true value. QueryWeb3 is not a narrative creator, but a data amplifier. Let the data speak, let decisions be smarter.

Original article:https://medium.com/@queryweb3/queryweb3-the-data-infrastructure-designed-for-polkadot-investment-decisions-b016aa7ad995

1 Like
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Hi there,

Thomas from Bifrost.

I can’t load your website, I wanted to have a look at it.

Let me know.