Retail pricing intelligence

Capture the shelf.
Compare the market.

Aisle Trace turns store visits and shelf images into structured pricing observations for brand and research teams. Every result stays tied to the project, place, time, and source image that produced it.

Open Aisle Trace See the evidence
Scope
Project
Source
Shelf capture
Output
Price observation
Demo capture · Fixture store A14:32
Bottled tea products with visible shelf price labelsObserved ¥148
Observation 014Oolong teaBottled tea · Fixture product
Displayed price¥1480.94 confidence

The complete path

One retail evidence system, from aisle to answer.

Four concrete steps. No separate data path for dashboards, chat, exports, or agents.

  1. 01

    Visit

    Open a project and record the store, location, and capture time.

  2. 02

    Capture

    Keep products and their displayed price labels together in one clear frame.

  3. 03

    Extract

    Turn the image into structured observations with confidence and provenance.

  4. 04

    Compare

    Query products, prices, promotions, stores, and time from the same data.

See what changed

The picture stays beside the price.

Aisle Trace keeps the source capture, product identity, store, time, confidence, and extraction version close to every value. A low price is useful. A low price you can trace is defensible.

Demo dataGreen tea · 600 ml
August 15 · JPY
Fixture store A¥14814:32
Fixture store B¥13815:10
Fixture store C¥15816:06

Red marks the selected observation, not a sale.

Working product

From a shelf image to an answer you can inspect.

Each observation records the project, store visit, source capture, product, displayed price, promotion, time, confidence, and extraction provenance. Coverage means the visits your team collected, not every store in the market.

  1. 01 Project
  2. 02 Store visit
  3. 03 Shelf capture
  4. 04 Product
  5. 05 Price
  6. 06 Promotion
  7. 07 Time
  8. 08 Provenance
Fixture Aisle Trace workspace filtering project observations by store and price
01 / CompareFilter the observations your team collected.

Fixture workspace shown. Narrow one project by store, product, price, promotion, or confidence.

Fixture Aisle Trace mobile workspace showing a captured shelf label beside its structured price observation
02 / InspectKeep the shelf evidence beside the observation.

Fixture workspace shown. Review the source capture, store, time, product, price, and confidence.

For brand and research teams

Start with one focused retail question.

We will show the working flow or shape a small pilot around the stores your team can visit.

Request a demo

One data layer

Use the same evidence wherever the work happens.

01

Dashboard

Review project-scoped observations and their source captures.

02

Chat

Ask concrete questions against the same pricing data.

03

MCP and API

Give agents and external systems the same domain operations.

04

Field capture

Collect useful evidence from a phone during each store visit.

Connect an agent

The shelf is the source.

Start with one store visit and one clear shelf image.

Open Aisle Trace