💡 Insights

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All 107📊 Data Economy 34💡 Insights 28📌 Tutorials 14📌 Depin 10🤖 AI & Machine Learning 9📌 Announcements 4📌 Comparisons 4💎 Fintech & Finance 3📌 Company News 1
Insights Articles

The Akash GPU Utilisation Number Everyone Cites Is From October 2024

The Akash GPU utilisation figure circulating in DePIN research traces to a single blog post from October 2024 that says 74% in its title and 79% in its body, with no source and no denominator. Akash's own API returns 56.6% today. Here is the full daily series and the one command that checks it.

DePIN Infrastructure Data: The Scarce Layer Nobody Collects

Infrastructure telemetry is the scarcest and most valuable DePIN data — the actual measurement of nodes, GPUs, and storage. Only 296 of 800 cataloged networks have it, which is exactly why it's a moat.

DePIN Coverage Map: Where Data Exists and Where It Doesn't

The DePIN data map has a hard edge. Of 800 cataloged networks, only 327 carry live data, and only 296 have first-party telemetry. Here is where data exists, where it's missing, and why naming the gaps is part of the service.

DePIN Analytics: From Raw Chain Data to Investment Decisions

DePIN analytics is the discipline of turning raw chain data and telemetry into investment decisions. Here is the pipeline: collect from 69 sources, normalize 327 networks into canonical metrics, and anchor every number to its source.

DePIN Telemetry: How We Read Supply Data From 296 Networks

DePIN telemetry is the raw measurement of physical infrastructure: active nodes, deployed compute, real storage. Here is how we collect first-party supply data from 296 networks across 69 sources, normalize it, and prove it hasn't been tampered with.

DePIN Intelligence: The Complete Guide to Verifiable Network Telemetry

DePIN intelligence is more than market caps and token prices. It is verifiable telemetry from physical infrastructure — compute, storage, bandwidth, sensors — normalized into one canonical schema. Here is how we read 327 networks from 69 sources and anchor every number to its source.

DePIN Protocol Fees: Which Networks Actually Make Money

Most DePIN tokens have no underlying revenue. Protocol fees — real economic activity read from chain state — separate the networks that earn from the ones that just hold a token. Here is how we track them.

DePIN AI Data: Training Models on Infrastructure Telemetry

DePIN infrastructure telemetry is a rich and largely untapped AI training signal. With 10,706 live series across 327 networks, here is what you can build — and why verifiable data beats scraped data for training.

Akash GPU Utilisation Went From 30% to 48% in 15 Days

On August 9 our daily snapshot showed 127 of 423 Akash GPUs leased — 30.0%. Today Akash's own API reports 212 of 440 active — 48.2%. The denominator barely moved. This is a demand ramp, and here is exactly how to check it yourself.