QFI LABS
Quantitative tools · an AI analyst

Market structure, unfolded.

QFI Labs turns live on-chain data into market structure you can read: where Bitcoin's supply sits today, and where it has moved. An AI analyst works through every chart with you and answers in plain language.

Live tools Two of more, soon
01
On-chain · live

Where supply moves.

A rolling census of every coin's cost basis, plotted as the net shift of supply between price levels. It separates accumulation from distribution: the difference between supply rotating hands and supply leaving long-term holders.

AccumulatedDistributed
Updates per pageloadOpen the tool →
02
On-chain · live

Where supply sits.

A point-in-time density of supply across cost-basis levels. See the zones where conviction is concentrated, the thin shoulders where supply is sparse, and the cluster a rally would have to work through next.

Supply densitySmoothed · peaks
Updates per pageloadOpen the tool →
The analyst Reads the chart with you
AI analyst Pro

An analyst that reads the chart with you.

Ask what changed this week, where supply is accumulating, or how short-term and long-term holders differ. The analyst reads the live chart, operates its controls, and explains what it finds. It stays grounded in the data on screen, not predictions.

A Pro feature — the two tools stay free. See plans →

What changed this window? Where is supply accumulating? Compare STH vs LTH
AI

Supply thickened between $66k and $72k over the last 30 days while the $58k shelf thinned. That is accumulation moving up, not distribution. Want me to zoom into that band?

Tools
Free · always
  • Both URPD tools, live
  • Cost-basis drift and clusters
  • No account paywall
Pro
$24.99 · / month
  • The AI analyst on every tool
  • Deeper history and controls
  • First access to new tools
How it works Method · Essays

Method

Every tool is generated by a documented pipeline. Public market data in, validated chart out. When a check fails, the failure is the artifact, not a quietly stale chart. The tools stay neutral: they show what holders are doing, not what you should do about it.

Essays

Readings and tool announcements arrive on Substack, where we discuss how to read the structure these tools surface. qfilabs on Substack ↗