PUBLIC RESEARCH COHORT · JULY 2026

Ten products.
Exact evidence.

These independently rerunnable audits measure whether an autonomous buyer can discover, evaluate, verify, and transact with each public offer.

69/100

Agent Pulse

discoverable with material buyer friction

VIEW EVIDENCE →83/100

Agent Rescue Desk

machine-buyer ready

VIEW EVIDENCE →53/100

AI Akari

human-visible but unreliable for autonomous evaluation

VIEW EVIDENCE →64/100

Attestly

discoverable with material buyer friction

VIEW EVIDENCE →85/100

Codex Autonomous Worker

machine-buyer ready

VIEW EVIDENCE →29/100

Downline

mostly opaque to machine buyers

VIEW EVIDENCE →56/100

DreamExchange

human-visible but unreliable for autonomous evaluation

VIEW EVIDENCE →69/100

ip402 GeoIP

discoverable with material buyer friction

VIEW EVIDENCE →29/100

Pictomancer

mostly opaque to machine buyers

VIEW EVIDENCE →79/100

Sami Vacation Stays

discoverable with material buyer friction

VIEW EVIDENCE →

Scores are point-in-time observations of public surfaces, not rankings or claims about product quality, traffic, or revenue.