INDEPENDENT PRODUCT CONCEPT
A buyer-side decision companion that turns a stated need into three evidence-backed propositions, makes trade-offs visible and stops before purchase.
CONCEPT PROTOTYPE
Synthetic concept prototype · August 2026Every product, merchant, price, evidence claim and outcome shown here is illustrative. There is no live search, account, persistence, checkout, payment or purchasing authority.
CONTEXT
Commerce systems are largely designed to help merchants convert demand. Shopping Aodh asks what changes when an AI system is accountable to the quality of one buyer's decision instead of transaction volume.
MY CONTRIBUTION
I developed a buyer-side product thesis and synthetic Buyer Mission concept that separates hard constraints from preferences, returns three distinct propositions and exposes the evidence, uncertainty and trade-offs behind each recommendation.
WHAT IS TRUE NOW
A pre-development product model now makes the core interaction and trust questions concrete. A bounded, local, recommendation-only validation plan has been adopted but not yet executed.
CONTEXT & PROBLEM
Search, recommendation and checkout can make buying easier without making the decision better. The deeper question is whether an agent can represent the buyer's constraints, preferences and longer-term interests.
That may mean recommending the cheaper option, a local or second-hand alternative, waiting, repairing what already exists or making no transaction at all.
BUYER MISSION
A Buyer Mission begins with the problem in the person's own words, then separates hard constraints such as fit, budget and delivery from preferences such as local availability, durability or style.
The agent should ask only when an answer can materially change the decision.
DECISION EXPERIENCE
The concept returns a small set of distinct propositions rather than another ranked catalogue: best overall fit, lower cost, or an option that serves a different priority.
Each proposition states why it belongs, which constraints it meets and what trade-off the buyer would accept.
EVIDENCE & TRUST
Every material claim should retain a route to its source, freshness and confidence. Missing or mixed evidence should remain visible rather than being smoothed into persuasive copy.
The current concept is recommend-only and stops before purchase. Authority over transactions would have to be earned through observed usefulness and explicit user choice.
MATURITY & NEXT EVIDENCE
The current artefacts make the proposition testable without committing to product architecture or live integrations.
The next gate is evidence that real buyers find the need-first, three-proposition and receipts-led model more useful than familiar search and comparison flows.
EVIDENCE & BOUNDARIES
WHAT I CARRY FORWARD
The next gate is not more interface detail. It is evidence that fewer propositions, visible trade-offs and claim-level receipts genuinely help people make better decisions.
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