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Regulation & Policy · 1 min read

DC Circuit Upholds Chainalysis Reactor Admissibility Under Daubert Standard

Federal appeals court rejects Roman Sterlingov's challenge, affirming that the blockchain analytics platform meets federal evidentiary standards.

Editorial oversight: Julian Mercer, Chief Editor
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At a glance Court ruling

What happened
The D.C. Circuit affirmed that Chainalysis Reactor meets the Daubert legal standard for evidentiary reliability, rejecting an appeal by Bitcoin Fog operator Roman Sterlingov.
Why it matters
The decision establishes federal appellate precedent confirming that blockchain clustering heuristics can be admitted as valid expert evidence in criminal trials.
Who is affected
Federal prosecutors, defense attorneys, blockchain forensics firms, and defendants facing on-chain tracking evidence in U.S. courts.
What's next
No next step announced.
Primary source
Chainalysis Blog: Chainalysis Reactor Withstands Daubert Scrutiny Again on Appeal

Key points

  • The D.C. Circuit affirmed the admissibility of Chainalysis Reactor evidence under the federal Daubert standard in September 2026 1.
  • The appeal arose from the conviction of Bitcoin Fog operator Roman Sterlingov, who challenged Reactor's lack of peer review and error rate 1.
  • Chainalysis remains the sole blockchain intelligence provider tested and validated under the Daubert standard as of October 2026 1.

A federal appeals court has affirmed the evidentiary reliability of blockchain tracking software Chainalysis Reactor, preserving a key prosecutorial tool across federal criminal litigation 1. In September 2026, the U.S. Court of Appeals for the D.C. Circuit upheld a district court determination that Reactor easily satisfies the legal requirements of the Daubert standard, according to a statement published by Chainalysis on Oct. 13 1.

The challenge emerged from the criminal conviction of dual Swedish-Russian national Roman Sterlingov, who was found guilty of operating the mixer Bitcoin Fog 1. Federal prosecutors utilized Reactor to trace transactions between Bitcoin Fog and darknet marketplaces, linking more than 900,000 $BTC addresses to the mixing service 1. Sterlingov appealed the guilty verdict by contesting the admission of Reactor-based testimony presented by FBI Specialist Luke Scholl and Chainalysis analyst Elizabeth Bisbee 1. Sterlingov argued the software lacked peer review and a determined error rate 1.

Methodological Reliability Upheld

The appellate panel rejected those arguments, ruling that formal peer review is not mandatory for tools operating in novel and technical domains such as blockchain forensics 1. The court emphasized Reactor's clustering methodology, which couples change-address analysis with digital fingerprinting to identify transaction patterns and behavioral characteristics 1. Both Scholl and Bisbee testified that they could not identify an instance where a Reactor attribution was subsequently shown to be false 1. Furthermore, the court determined that the software's conservative attribution philosophy supports legal reliability by favoring defensible links over speculative associations 1.

The ruling marks the second federal judicial tier to endorse Reactor's evidentiary standing, following its initial district court validation in 2024 1. Chainalysis remains the only blockchain analytics vendor whose software has cleared Daubert scrutiny in federal court as of October 2026 1. The appellate precedent shields on-chain transaction tracing as verifiable evidence in U.S. prosecutions even as analytics firms integrate artificial intelligence workflows into forensic tracing 1.

Questions this story raises

What is the Daubert standard?
The Daubert standard is a legal framework that U.S. federal courts use to evaluate the scientific and technical reliability of expert witness testimony before admitting it into evidence.
Why did Roman Sterlingov challenge Chainalysis Reactor?
Sterlingov argued that Reactor's evidence was inadmissible on appeal because the software had not undergone academic peer review and lacked a known error rate.
Has any other blockchain analytics tool cleared the Daubert standard?
No. According to Chainalysis, Reactor is the only blockchain analytics platform to be tested and validated against the Daubert standard as of October 2026.

Sources

  1. [1] Chainalysis Reactor Withstands Daubert Scrutiny Again on Appeal — Chainalysis Blog, October 13, 2026

Written by Basis Desk's newsroom system from the primary sources above and machine-verified against them before publication. Market figures marked "at the time of writing" come from live exchange data. Report an error: corrections@basisdesk.news · corrections policy.

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