Skip to main content

​
Direct answer

Use Monitor > Insights > Shopping Results to inspect product records observed for relevant configured prompts. Check SELF and DIRECT product presence, displayed details, source URLs, provider, model, and date. Verify pricing and availability against your current product source.

​
Data required

Use configured shopping prompts, provider and model, run date, observed Shopping Results, associated stored answers, SELF/DIRECT classification, product identifiers, displayed price and availability where present, source URL, and approved catalog data.

​
Workflow

1

Define the product cohort

Choose product categories, markets, and prompts that reflect the shopping decisions you want to monitor.
2

Review observed results

Inspect SELF and DIRECT products, their displayed attributes, source URLs, provider, model, and run date.
3

Verify volatile details

Compare price, availability, specifications, and product identity with the current approved catalog. Mark stale, missing, or mismatched values.
4

Track comparable runs

Use the same prompt, market, provider, and model cohort to observe later presence and data changes.

​
Interpretation

An observed Shopping Result is a recorded result for a selected run. It does not prove universal availability, recommendation quality, purchase intent, or sales. Product presence and brand mentions in the associated answer are separate observations.

​
Possible next actions

  • If displayed product data is stale, test a correction in the authoritative catalog or product page.
  • If DIRECT products appear but SELF does not, inspect relevance, category mapping, and recorded sources before forming a content hypothesis.
  • If presence varies by market or provider, keep follow-up tests scoped to that slice.

​
Limitations

Shopping outputs, prices, availability, and sources can change quickly and may depend on market context. Qwairy cannot guarantee inclusion or freshness. The REST shopping endpoint follows its own schema and may not reproduce product UI aggregations.

Shopping Insights

Build reporting from the documented shopping source.

Shopping Results

Review observed product results in the product.

Shopping API

Read the separate REST shopping contract.

Purchase-intent presence

Review brand presence in purchase-oriented prompts.

Software pros, cons, and pricing

Verify narrative and commercial details.

Top-of-funnel visibility

Analyze early-stage presence separately.