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// Case Studies · Real Numbers · Real Brands

Food Data Scraping — Real Outcomes, Real Numbers

Real client outcomes with real numbers — UAE QSR chain +18% margin, US grocery -60% stock-outs, UK delivery 6hr→90s reaction, India CPG 18K+ pin codes covered, Gulf Halal 100% compliance, PE diligence saving $60M valuation. All anonymized but unmodified.

// 6 Real Outcomes

Real numbers from real food brands.

Every case study below uses real client metrics. Names anonymized for confidentiality. ROI, scale and timeline shown exactly as delivered.

USA Menu Innovation Data Scraping Case Study — AI Predicted 8 of 10 Chain Menu Launches

Client: The client is a national USA restaurant R&D consultancy
Challenge: Chain menu launches take 6–12 months to declare a winner — and R&D decisions can't wait that long
Solution: A 50-chain USA menu launch prediction pipeline
8/10
Launches predicted correctly
50
US chains tracked
20+ wks
Competitive lead time
4 wks
Prediction window from launch

UAE Virtual Brand Launch Data Scraping Case Study — AI Picked the Winning Cuisine, $2.8M Revenue Year 1

Client: The client is a UAE cloud kitchen founder
Challenge: Second cloud kitchen venture — and the first one had failed on the wrong cuisine
Solution: A 5-cuisine, 340-zone UAE virtual brand launch intelligence pipeline
$2.8M
Year-one revenue
4
Cuisines rejected
1
Virtual brand launched
340+
UAE zones analysed

UAE Restaurant Demand Forecasting Data Scraping Case Study — AI Cut Food Waste 34% Across 42 Outlets

Client: The client is a UAE multi-brand F&B group
Challenge: 22–28% food waste — and the internal model could not see why
Solution: A UAE external-signal forecasting pipeline layered on internal POS
-34%
Food waste reduction
AED 2.4M
Annual savings
42
Outlets covered
18mo
Forecast history depth

UAE Menu Engineering Data Scraping Case Study — AI Menu Redesign Boosted Contribution Margin 22%

Client: The client is a UAE casual dining chain
Challenge: 68 SKUs, 4 quarters of margin drift, and no visibility into what competitors had done
Solution: A UAE menu-engineering intelligence pipeline
+22%
Contribution margin lift
18
SKUs redesigned
6
Outlets rolled out
90d
Time to measured impact

India Promo ROI Data Scraping Case Study — AI Identified Killer Discounts, +18% Contribution

Client: The client is a national India restaurant chain
Challenge: 12 promos, growing budget, drifting contribution — and no defensible way to know which promos were the problem
Solution: A 12-promo India external-signal ROI analysis pipeline
+18%
Contribution lift
3
Promos killed
12
Promotional programs analysed
18mo
Historical promo panel

Bengaluru Cloud Kitchen Stockout Data Scraping Case Study — AI Cut Stockouts 68% for Virtual Brands

Client: The client is a Bengaluru cloud kitchen operator
Challenge: 14–18% of orders touched by stockouts — and nobody saw the patterns until after the damage
Solution: A 12-brand Bengaluru stockout prediction pipeline
-68%
Stockout rate reduction
₹8cr
Revenue recovered (Y1)
12
Virtual brands covered
30-min
Refresh cadence
// Could Be Your Outcome Next

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