Research & Insights Better agents start Experiments, evidence, and frameworks for better shopping decisions. We share what we tested, what we found, and what still needs work.
Research note 001 Exploratory findings
Categorizing shopping facts did not establish a dependable advantage over generic structure. Some responses nevertheless recommended offers while explicitly acknowledging that they exceeded the budget.
Maidania Research October 12, 2026 9 min read
Read the research → Evidence you can inspect. Methods before claims We explain the comparison, task scope, and measures behind each experiment.
Limits alongside results Early findings are labeled. A narrow test doesn’t establish broad agent reliability.
Useful next steps Research should help us design better tests and identify concrete improvements.
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