Clear dimensions
The framework states what is being scored instead of hiding behind a black-box number.
Section 01
What AI buyability means
AI buyability is merchant readiness for AI-mediated discovery, evaluation, and purchase behavior. It is about whether a store is easy for AI systems to interpret and easy for shoppers to trust and buy from.
Section 02
What makes the methodology trustworthy
Conservative interpretation
Gobuy does not pretend that merchant readiness equals guaranteed engine behavior.
Commercial intent
The scoring exists to guide actions, not to create theater around AI commerce.
Section 03
Score dimensions
Discoverability
Signal coverage across the surfaces where AI systems find and frame products.
Product clarity
Readable product truth, differentiation, and comparison logic.
Merchant trust
Consistency, proof, policies, and confidence signals.
Conversion readiness
How little friction exists between AI-assisted discovery and checkout.
Measurement
How well the team can see AI-assisted demand and use it operationally.
Cross-border factors
Only scored when the business model makes them material.
Section 04
What Gobuy measures and what it does not claim
| Area | Gobuy will assess | Gobuy will not claim |
|---|---|---|
| Store readiness | How clear, trustworthy, and purchase-ready the merchant experience appears. | That the store can force rankings, citations, or product placement on external AI systems. |
| Signal quality | Whether product, policy, proof, and structural signals are strong enough to support evaluation. | That every strong signal will be interpreted the same way by every engine. |
| Commercial action | Which merchant-side changes are most defensible to prioritize next. | That the framework removes the need for testing, iteration, or operator judgment. |
Section 05
Limitations and honesty block
Gobuy does not claim to control how every AI engine ranks, cites, or routes products. The methodology is designed to measure merchant-side readiness, not to imply guaranteed rankings or conversions.
Section 06
How brands improve scores
Clarify product truth
Strengthen structure, differentiation, and attribute quality.
Tighten trust
Make policies, proof, and merchant consistency harder to miss.
Reduce purchase friction
Smooth the path from evaluation to checkout.
Instrument outcomes
Measure the parts of AI-assisted behavior your team can act on.
Section 07
Methodology cluster
Section 08
See the benchmark
The methodology explains the framework. The benchmark shows how it gets used. The audit is where the framework turns into a merchant-specific issue map and roadmap.
FAQ
Does Gobuy rely on one platform's ranking factors?
No. The framework is platform-agnostic on the AI side and merchant-specific on the readiness side.
What makes the methodology credible?
It is explicit about what is measured, what is inferred, and what is outside Gobuy's control.