AI agents, RAG, and integrations — notes from production.

Retail

What Does It Cost to Add Semantic Search to a Retail Catalog?

Semantic search cost has three parts: a one-time build, a per-search runtime cost, and infra to keep a retail catalog's index fresh, plus a one-off bulk embed.

Retail

A Checklist for Choosing a Computer Vision Vendor for Retail

A computer vision vendor checklist for retail: capture hardware fit, connectivity model, packaging retrain cadence, false-alert handling, and estate pricing.

Retail

Common Mistakes When Indexing a Catalog for Semantic Search

Semantic search catalog indexing mistakes: embedding raw HTML, ignoring price and stock, re-embedding on every write, and having no re-index path for new SKUs.

Retail

Computer Vision for Shelf Monitoring: What It Can Actually Detect

Computer vision shelf monitoring reliably flags gaps and misplaced items from photos - but not exact SKUs under glare, small tag text, or depth of stock.

Retail

How to Measure ROI on Semantic Search for E-commerce Catalogs

Semantic search ROI is mostly search-session conversion uplift, plus recovered zero-result sessions and merchandising hours saved - measured on search traffic.

Retail

Why Keyword Search Fails on Large Product Catalogs

Keyword search fails on a large product catalog because it matches strings, not meaning - and the synonym-list workaround gets worse as the catalog grows.

E-commerce

Integrating an AI Agent With Your Order and Returns APIs

AI agent order API integration - read vs write tools, schema discipline so a bad refund can't execute, idempotency, auth scoping, and OMS failure modes.

E-commerce

How to Calculate ROI on an AI Support Agent for Peak Season

AI support agent ROI in peak season - deflected contacts, response-time value, seasonal hires avoided, and the CSAT check that stops you overcounting.

E-commerce

What Does an AI Support Agent Cost to Build vs License?

AI support agent cost, three ways - license fees that scale with volume, build cost driven by integrations, and a run cost that never quite hits zero.

E-commerce

AI Agent CSAT Impact: Does Automation Hurt Satisfaction?

The real AI agent CSAT impact depends on design - dead-ends and wrong answers drag it down, instant response and clean escalation hold it up. How to measure it.