What is the SigRank Field Hub?

The Field Hub is the academic research hub for SigRank. It provides two entry points: the Field Analysis (signalaf.com/field), which presents the full distribution analysis of AI operator token efficiency, and the State of the Index (signalaf.com/research), which is the Zenodo dataset landing page with downloadable CSVs and JSON.

Where can I download the SigRank dataset?

The SigRank seed dataset is available on Zenodo at DOI 10.5281/zenodo.21900519 under CC-BY-4.0. Visit the State of the Index page at signalaf.com/research for the full details. The seed dataset includes 1,628 AI operators across 17 platforms with raw token telemetry and derived cascade metrics. The live leaderboard at signalaf.com/board/all includes additional enrolled operators.

What research does SigRank publish?

SigRank publishes field analysis showing the true distribution of AI operator token efficiency (1,498 operators, median yield 1.68), the Zenodo dataset with full anonymized telemetry, and the academic foundation page covering the Conservation Law of Commitment and MOSES enforcement architecture.

📊 SigRank Research

Field Hub

The academic research hub for SigRank. This is where we document field analysis and publish dataset findings.

This section is where we document academic field analysis of the SigRank Index — the distribution of AI operator efficiency, the volume-vs-yield thesis, outlier detection, and the dataset that underpins every finding published on this site.

Each entry below is a primary source. The Field Analysis is the full visual article. The State of the Index is the dataset landing page with DOI, citation, and downloadable files.

📊 Field Analysis

Field Analysis

The true distribution of token efficiency. 1,498 AI operators, outliers separated. Volume ranked. Yield revealed.

📊 SigRank Index

State of the Index

The primary anonymized seed dataset. 1,628 operators across 17 platforms and 3,304 models. 9.07Q total tokens. Available on Zenodo at DOI 10.5281/zenodo.21900519 under CC-BY-4.0.