One Chain: Disclosure and Accountability in AI Commerce
Ashwin Telang, Avisikta Sinha and Sam Marson
Read the briefOur work ranges from short-form analysis to research briefs, horizon scans, and collaborative reports. Each publication names its authors, defines its scope and evidence, and remains open to scrutiny, citation, and revision. Where findings warrant it, they also inform tools, convenings, and applied research.
Cross-sector research · Evidence and institutional implications

Horizon Search Institute · September 2026 · Revised 5 October 2026
Where AI is actually governed, from international commitments to infrastructure, standards, and enforcement. A comparison across seven major regimes.
Ashwin Telang, Avisikta Sinha and Sam Marson
Read the briefThe information needed for an informed purchase exists within the chain.
Two original audits
Disclosure appeared in 1 of 72 product answers and 70 of 72 answers naming the campaign. A pilot across 18 campaigns and two assistants.
Read the findings and limitations →California has signed SB 951 into law. Its AI layoff disclosures will put a public legal record beside the explanations companies give investors and staff.
Ashwin Telang
Read issue 027Figure 1
Share of job cuts attributed to AI or automation, from two sources with different populations, periods and definitions, %
Note: Different populations, periods and definitions, so the gap does not measure misreporting or AI’s causal effect. US: 116,175 of 529,914 announced cuts, January–August 2026. New York: 46 of about 25,000 workers in WARN filings, March 2025–late May 2026.
Sources: Challenger, Gray & Christmas; Narayanan and Kapoor, reporting a New York Department of Labor response.
A co-published report on who is consulted when institutions claim a consultative process.
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