analytics

Shelf Narrative Analytics Pack

We ingest a batch of approved shelf images, run structured tagging, and produce a magazine-style narrative chapter explaining what changed week over week. Honest about tagging error bands.

15 business days · analytics pack · execution stage: refresh

THB 73,100

Request information

Inclusions

Tagging schema co-authored with your category manager
QA pass on 10% of images with manual override log
Week-over-week facing delta tables
Narrative chapter written for executive skimming
Appendix on tagging confidence intervals
Suggested follow-up capture angles
Optional integration notes for your DAM

Outcomes we design toward

Executives spend less time opening raw photo folders
A documented tagging approach interns can extend
Cleaner linkage between field evidence and availability KPIs

Li Wei Chen

Analyst blending computer vision QA with plain-language storytelling.

Questions teams actually ask

Do you store imagery after delivery?

We delete active project copies 30 days after sign-off unless a longer retention add-on is purchased.

What file formats are accepted?

Is this real-time monitoring?

Experience notes

Confidence intervals in the appendix saved us from overreacting to a noisy week. The narrative chapter is genuinely readable on a phone.

— Nadia , Category director · 5/5