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Our Methodology

A structured, bottom-up research methodology — built upward from what actually exists on the ground, and layered through GIS with the data around every store.

Ground truths start at the store

01 · Store

Ground truths start at the store

Every insight begins with what actually exists on the ground — real outlets, physically verified by our own teams across the GCC.

What you getFindings grounded in verified reality, not panel estimates.
02 · Brand

Every brand, counted

Brands are measured by their real in-market presence — a footprint you can compare, not a claim you have to trust.

What you getBrand comparisons built on counted presence.
03 · Operator

Who's really behind the market

Brands connect to the companies that run them — so the competitive picture reflects real ownership, not just storefronts.

What you getA competitive map of operators, not just logos.
04 · Market share

Share is counted, not modeled

Because the ground level is covered, share is measured from evidence — benchmarked, defensible, explainable.

What you getShares you can defend in a boardroom or a filing.
05 · Market size

The market, scaled from the ground up

Market sizing built upward from verified reality — not downward from top-line assumptions.

What you getSizing that holds up under diligence.

Rich GIS data layers drive every solution

Everything we deliver starts at the store level and is built up through GIS. Each outlet we count is placed on the map, then joined to the layers around it: the records we build ourselves in the field, and the external layers that describe the ground it stands on. The same layered base runs under every practice, from market sizing to site selection and tenant mix.

Built in the field
  • Outlet census: footprint, format, brand and operator per store
  • Brand-to-operator ownership links
  • Real-estate assets, tenant mix and lease-rate benchmarks
  • Outlet performance and sales estimates
Joined from outside
  • Population demographics
  • Traffic and footfall
  • Real-estate project pipeline
  • Government registries: Ministry of Commerce, PACI, chambers of commerce
Isometric diagram of one city block built up through stacked GIS layers: building footprints, storefronts, brand-to-operator links, trade area, demographics and real estate

One store, two universes of insight

A store does not operate in isolation. Its success is tied to the real estate that hosts it, the dynamics of its trade area, the profile of the population around it, and how saturated its category already is. We read every outlet across two levels at once — the store in its physical context, and the market those stores add up to.

Store level
  • Host real estate profile
  • Trade area profile
  • Supply benchmarking
  • Demand benchmarking
Market level
  • Brand
  • Operator
  • Market share
  • Market size
The full methodology

Want the detailed version?

The complete methodology — frameworks, validation protocols, process detail — is shared as a document with engaged clients.

Request the methodology deck

Ask us what the number actually is.

Scoping a GCC market, sizing a category, or checking a figure you were given — start with a call. We answer in Arabic or English.