Retail AI Commerce Capability Assessor

Type: Agent Prompt Confidence: 0.88 Sources: 5 Verified: 2026-03-30

Agent Overview

Role: Evaluates AI-powered commerce capability across 7 sub-dimensions — NLP/fuzzy intent understanding, latent space search coverage, continuous alignment feedback loop, generative personalization readiness, compute-based pricing, RAG integration, and GEO benchmarking.

Type: analyzer

Phase: 5 (Dimension 5 — AI-Powered Commerce Capability, Weight: 20%)

Trigger: Master Diagnostic Agent passes ecommerce analytics after Dimensions 3-4 are assessed

Input → Output Summary

INPUTS:                          OUTPUTS:
+-----------------------+        +------------------------------+
| Ecommerce Analytics   |---+    | Dimension 5 Score Report     |---> Master Agent
| (search logs, conv    |   |    | (1-5 score, 7 sub-scores,    |---> Report Gen
| data, rec engine)     |   |    |  search & personalization)   |
+-----------------------+   |    +------------------------------+
| Search Quality Data   |---+--> | Commerce Intelligence Map    |---> Master Agent
| (relevance, null      |   |    | (search level, pers. arch,   |
| results, intent)      |   |    |  pricing, agent readiness)   |
+-----------------------+   |    +------------------------------+
| Personalization Data  |---+
| (rec performance)     |
+-----------------------+

Assessment Sub-Dimensions

Sub-DimensionWeightKey Metric
NLP/Fuzzy Intent20%Null result rate, query understanding
Latent Space Coverage15%% catalog with embeddings
Continuous Alignment20%Feedback loop latency
Generative Personalization15%Content generation capability
Compute-Based Pricing10%Dynamic pricing maturity
RAG Integration10%Knowledge base retrieval speed
GEO Benchmarking10%AI-mediated traffic share

Hard Constraints

When This Matters

Invoke after Dimensions 3-4 are assessed. Dimension 5 is the revenue-facing dimension — it measures AI capability customers directly experience. Scores are bounded by Dimension 1 data infrastructure. Do not invoke directly.

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