See the chain differently.

Inchainly builds data infrastructure, analytical systems, and products for understanding blockchain networks.

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Structure beneath the noise.

Beneath every chart and every headline is a ledger of discrete events. We build systems that process that ledger in full, reconstruct its state at any point in its history, and keep it current as new blocks arrive.

  • Historical processingEvery block, from the first to the latest, parsed and reconciled.
  • IndexingTransactions, outputs and addresses, indexed for direct lookup.
  • State reconstructionThe complete ledger state, rebuilt at any block height.
  • Transaction and UTXO analysisSpending paths, output lifetimes, and the movement of value.
  • Address-level dataBalances and histories, tracked per address through time.
  • Data pipelinesIncremental processing from node to dataset, resilient to chain reorganizations.

Data becomes useful when it becomes interpretable.

Reconstruction is the foundation, not the product. The work is in turning a complete record of activity into measures and systems that answer real questions about how a network is used.

  • On-chain Analytics

    Economic, behavioral, and network intelligence.

  • Data Infrastructure

    High-performance processing, state engines, and historical datasets.

  • Custom Systems

    Purpose-built analytical and blockchain infrastructure.

  • Data Products

    APIs, platforms, visualizations, and research systems.

From event to state.

  1. Activity arrives as discrete, unordered events.

  2. Inputs and outputs resolve into ordered flows of value.

  3. Each flow is applied to a deterministic ledger state.

  4. State is shaped into metrics, cohorts, and models.

  5. What remains is a signal that can be read.

Activity arrives as discrete, unordered events.

Built from first principles.

We start from raw blocks and build every layer above them: parsing, indexing, state, models, and interfaces. Owning the whole path is what makes the results reproducible.

chain.history

Full historical chain processing

Complete history, not a sampled window or a recent slice.

state.deterministic

Deterministic state reconstruction

The same inputs rebuild the same state, at any height, every time.

pipeline.analytical

High-performance analytical pipelines

Designed for full-history queries and incremental updates as each new block lands.

series.timeseries

Large-scale time-series datasets

Consistent series that span the full life of a chain.

model.onchain

Custom on-chain models

Methods built around how a chain actually records value.

interface.api

Production-grade APIs and data products

Versioned, documented interfaces built for mission-critical use.

Selected work

Infrastructure,
put to work.

From the underlying state engine to the interface people use. The same foundations support complete products and purpose-built systems.

Systems we build

Chain State Engine

Historical and live state infrastructure. Indexing, point-in-time reconstruction and reorganization-aware processing.

On-chain Intelligence

Metrics, cohorts and models that describe how value is held, moved and valued on-chain.

Custom Data Systems

Research infrastructure, analytical products and specialized pipelines, built around a specific question.

Complex systems. Clearer states.

If you need to see something in on-chain data that nobody has built the tooling for yet, we should talk.

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