---
id: "framework-ai-agent-evaluation-criteria"
type: "framework"
source_timestamps: ["§ The Rise of the AI Agent and the Flattening of Retail"]
tags: ["evaluation-metrics", "aao"]
related: ["claim-objective-factors-over-brand-loyalty", "concept-flattening-of-retail"]
steps: ["Price: Which retailer offers the lowest price?", "Availability: Is the product in stock? Can multiple variations be shipped and unwanted ones easily returned?", "Reliability: Does the retailer have a consistent track record of on-time deliveries?", "Service: Does the retailer provide reasonable and easy returns or assistance?", "Partnerships: Does the retailer collaborate with reputable payment gateways and delivery services?"]
speakers: ["Jur Gaarlandt", "Wesley Korver", "Nathan Furr", "Andrew Shipilov"]
sources: ["geo"]
sourceVaultSlug: "hbr-seg-geo"
originDay: 3
articleStem: "hbr-cl-92-ai-agents-changing-shopping"
sourceUrl: "https://hbr.org/2025/02/ai-agents-are-changing-how-people-shop-heres-what-that-means-for-brands"
sourceTitle: "AI Agents Are Changing How People Shop. Here’s What That Means for Brands."
---
# AI Agent Evaluation Criteria for Retailers

These are the **five objective, pragmatic factors** AI agents will use to evaluate and select retailers on behalf of consumers:

1. **Price** — which retailer offers the lowest price?
2. **Availability** — is the product in stock? Can multiple variations be shipped and unwanted ones easily returned?
3. **Reliability** — does the retailer have a consistent track record of on-time deliveries?
4. **Service** — does the retailer provide reasonable and easy returns or assistance?
5. **Partnerships** — does the retailer collaborate with reputable payment gateways and delivery services?

Because agents can process these metrics across the *entire* internet instantly, they will prioritize them over subjective brand loyalty or the convenience of one familiar retailer — the engine behind [[claim-objective-factors-over-brand-loyalty]] and the [[concept-flattening-of-retail]]. These retailer-side criteria are distinct from (and complementary to) the *brand-side* levers in [[framework-brand-differentiation-aao]]. They also explain why [[entity-amazon-d92]] is predicted to be a "clear winner": it scores well on all five.

**Enrichment note:** These five map cleanly onto the AAIO "discovery / citation / action" model — price/availability/reliability are the machine-readable *facts* agents ingest, while partnerships (payment gateways, delivery) belong to the **action** layer that lets an agent actually *execute* a purchase, not just recommend one.


## Related across articles
- [[concept-machine-readable-trust]]
- [[framework-brand-differentiation-aao]]