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Operator Benchmark Dashboard

Anonymised, aggregated data from Authority Index assessments. Every completion makes this dashboard more valuable — the data flywheel that turns individual assessments into collective intelligence.

127
Authority Index Assessments
52
Average Authority Score
6
GCC Markets Represented
18%
Investment Ready or Above
Authority Score Distribution
How GCC coffee businesses score across the 0-100 range
Average Score by Business Type
Cafe48
Roastery61
Drive-Through44
Franchise55
Distributor58
Average Score by Location
Dubai54
Abu Dhabi51
Sharjah42
Saudi Arabia49
Qatar53
Investment Readiness
Where GCC coffee businesses sit on the readiness spectrum
Not Ready
35%
Developing
38%
Investment Ready
22%
Institutional Grade
5%
By Business Age
0-2 years39 avg score
2-5 years52 avg score
5+ years64 avg score
Investment Ready by Age
0-2 years8% ready
2-5 years19% ready
5+ years38% ready
Scalability Index
Average scalability scores and the most common barriers to scaling
Average Scalability Score by Format
Cafe41/100
Roastery58/100
Drive-Through52/100
Franchise65/100
Top 3 Scalability Barriers
  1. No documented operational systems or SOPs
  2. Owner-dependent decision making — no management layer
  3. Inconsistent unit economics across locations
Strategic Risk Profile
Most common risk flags identified across all assessments
Most Common Risk Flags
  1. Single-location revenue concentration
  2. No succession or key-person insurance
  3. Lease terms misaligned with business plan
  4. No formal financial reporting or forecasting
  5. Undifferentiated brand positioning
Risk Distribution by Type
Cafe — avg risk flags4.2
Roastery — avg risk flags2.8
Drive-Through — avg risk flags3.5
Franchise — avg risk flags2.1
Brand Strength
Brand strength scores and correlation with overall Authority Score
Brand Score Distribution
Weak (0-30)
28%
Developing (31-55)
40%
Strong (56-80)
25%
Exceptional (81+)
7%
Correlation Insight

Businesses with brand strength scores above 60 have an average overall Authority Score of 71 — compared to 43 for those below 30. Brand strength is the single strongest predictor of overall business health in GCC coffee operations.

Data integrity. All data is anonymised and aggregated. No individual business data is ever displayed. Benchmarks are updated as new Authority Index assessments are completed. The more operators who complete the Index, the more valuable these benchmarks become for everyone.

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