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🏗️Structural Failures of Existing Analytics Platforms

Despite millions spent on blockchain data infrastructure, most tools remain rigid, slow, and unable to support real-time decision-making. Institutional users face systemic limitations across all existing on-chain analytics environments.

Static Visualizations, Not Adaptive Intelligence

  • Platforms like Dune provide dashboards or SQL access, but are constrained to surface-level insights or require deep manual effort.

  • Smart money tracking is limited to known labels — no dynamic segmentation based on new behavior.

  • No temporal analytics: wallets are shown in snapshots, not in evolving behavioral timelines.

Absence of Contextual Linking

  • Transfers are disconnected from DEX trades, from lending positions, from protocol governance — leaving the analyst to manually reconstruct the full picture.

  • The inability to follow cross-contract, multi-hop behaviors hampers investor decision-making and protocol audits.

Query Limitations

  • Non-indexed queries take minutes or hours, not milliseconds.

  • Event-based analytics are unsupported — you can't ask “Alert me when X behavior reoccurs across Y addresses.”

Institutional Pain Points

Stakeholder
Technical Challenge

VCs

No automated tokenomics tracing or vesting wallet tracking

Protocols

No cohort-level insights on liquidity migrations

Traders

No customizable alerts for liquidation risks or farming exits

Exchanges

No real-time profiling for new users or listing candidates

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