EXCHANGE OPTICS / RESEARCH LIBRARY
Understanding the decisions behind the market.
Research into the economic decisions behind automated markets: effective decision diversity, auction observability, independent verification, and the consequences for competition.
Explore research ↓Many participants.
How many distinct decisions?
The Agentic Economy Is Closer Than You Think
Software already bids, negotiates and buys. Exchange Optics is building independent verification of the decision diversity that participant counts and transaction reports alone cannot establish.
Read the founder's perspective →THE RESEARCH
Three questions.
One emerging discipline.
Read as a series—or start with the question most relevant to your market.
DECISION DIVERSITY / FOUNDATIONAL RESEARCH
An Auction Can Have Many Bidders and Still Have Too Few Independent Decisions
Marketplaces count bidders and transactions. The independent decisions behind those counts are a separate economic variable—and a measurement problem worth solving.
Read the foundational article ↗PARTICIPATION ≠ DIVERSITY
OBSERVABILITY & MEASUREMENT
Why Auction Transparency Does Not Automatically Establish Independent Decisions
What transparency reveals, what selection conceals, and why a credible measurement starts with the opportunity population.
INDEPENDENT ASSURANCE
Independent Assurance When the Customer Pays for the Assessment
How an institution separates payment from control of the evidence, the method, and the final assessment.
FURTHER RESEARCH / INDUSTRY ANALYSIS
Where the questions lead.
Building on the foundational series, these articles examine agent identity, shared services and accountability for automated buying decisions.
Agent Identity Is Not Decision Independence
What registered identities and authorized agents establish—and why interoperable systems do not automatically imply independent economic choices.
READ THE ARTICLE ↗Shared Infrastructure Does Not Automatically Mean Shared Control
A shared provider is not proof of coordination. The important questions concern commercial decision rights, common inputs and the limits of available evidence.
READ THE ARTICLE ↗When an AI Agent Buys Media, Who Verifies the Decision?
What advertisers can verify when software selects media: authorization, audit trails, transaction records, quality controls and decision evidence.
READ THE ARTICLE ↗From Bidder Behavior to Market Outcomes
How bidder decision diversity connects to price discovery, allocation, publisher revenue, buyer costs, and market design.
READ THE ARTICLE ↗