A captured summer seasonal aisle
The largest privately held retail image dataset

Know what's on shelf.Before anyone else.

Twelve connected models read every facing, price, promotion and gap in a captured shelf — across millions of real store images, photographed weekly since 2009.

Millions
Purpose-captured images
17yrs
Continuous capture
44
Recognised retailers · 18 profiled
57
Seasonal events
Captured weekly across
Tesco Sainsbury's Asda Morrisons Aldi Lidl Waitrose M&S Co-op
CHAPTER IWhy it can't be copied

A dataset you cannot scrape, licence, or generate.

Since 2009, a specialist team has photographed British stores every single week — the shelf exactly as the shopper finds it. Cluttered, badly lit, half-restocked, gloriously real.

The 2009–2020 portion of the Archive no longer exists anywhere else. You cannot scrape it from the open web; it was never posted. You cannot licence it; no one else holds it. And a model can only invent what already looks plausible — not what a Tesco bakery aisle actually looked like on a Tuesday in 2014.

On methodCaptured in-store by people, not crawled. Every image is timestamped, geolocated to the fixture, and human-verified before it enters the Archive.
Read the full story of the Archive →
01 One image, full intelligence

Every layer, from one photograph.

The same captured shelf, read four ways. Toggle a layer to see what Kanops extracts.

Tesco bakery shelf — detection layers
POS · "Fresh out of our ovens"
Signage · "New" range card
Cookies, dark choc
Cookies, choc chip
Cookies, mixed
Cookies, choc chunk
Cookies, round choc chip
£2.25
£2.25
£2.25
Gap · OOS flagged
Gap · OOS flagged
Gap · OOS flagged
Themis · shelf detection

One model reads the whole archive.

The same Themis weights that read today's shelves read the ones we photographed years ago. A 2014 Tesco household aisle and the same aisle type in 2026 — every facing, shelf-edge label, display unit and gap, found from the raw photograph. Drag to compare.

Tesco household aisle, 2026 — read by Themis
Fairy, Platinum
SEL · £7.50
Fairy, 50 washes
Persil, Pure/Ultimate
SEL · £8.50
Persil, Non Bio
Bold, 72 washes
Surf, Tropical Lily
Tesco household aisle, 2014 — read by Themis
Comfort, fabric conditioner
SEL · £2.00
Persil, Non Bio/Bio
SEL · £4.00
Fairy, laundry pods
Vanish, Oxi Action
Finish, dishwasher tablets
SEL · £5.00
2014 · Household · 8 detections 2026 · Household · 8 detections
‹›
Product facing Shelf-edge label POS & signage Display unit Gap
What "share of shelf" means here

Every product box carries a brand, a category and a facing width. Summed across a bay, that's share of shelf — the % of visible space a brand or category holds, at that fixture, on that day. Because the same read runs every week, share of shelf becomes a trend line, not a snapshot: who gained space this Christmas, who lost it to a rival's display unit, and when the shift actually happened.

02 The platform

One correction teaches twelve models.

Most retail AI works in isolation. Kanops models share a single feedback loop — so a correction made anywhere compounds across the whole system.

01 · Detect & classify

Find every facing

Displays found, products cropped and categorised across 20 retail categories — from a single photograph.

02 · Read price & promo

Read the mechanics

Prices and promotional mechanics read via OCR, validated against 138,000+ known products and 8,800+ verified brands.

03 · Compound learning

Teach the system

1.8M+ cross-model entries mean every correction improves detection, pricing and classification together.

1,818,420 cross-model learning entries — one shared feedback loop, compounding with every image.
How the platform works →
Delphi seasonal intelligence dashboard
Delphi · Seasonal & Trade Intelligence
First product on Kanops

Seasonal intelligence no competitor can replicate.

Delphi turns 364,000 seasonal images into trade intelligence you query in plain English. 57 events, 17 years, every major UK grocery channel.

Discover Delphi →
Moneta · Pricing intelligence

Price, product, shelf, date — at SKU level.

187,890 confirmed price observations across 53 seasonal events, read from the shelf itself — for £547 of OCR cost.

Themis SoS · Share of shelf

Whose shelf is it, really?

Share of shelf by category, retailer and region — cross-category spatial context from real store photography, proven with a global CPG partner.

03 Summer 2026

Eight retailers. One week. Measured.

Tesco summer gardening range
TescoJun '26
Asda summer garden range
AsdaJun '26
Aldi summer camping range
AldiJun '26
Lidl summer garden range
LidlJun '26
Morrisons summer sport range
MorrisonsJun '26
Waitrose summer barbecue range
WaitroseJun '26
M&S summer picnic range
M&SJun '26
Co-op summer range
Co-opJun '26
Access by application

Kanops is opening access.

We're onboarding a limited number of retail, brand and research partners. Tell us what you're trying to see on shelf.

Request access →