Case Studies

Real AI engagements we've shipped, from PoC to production, across finance, public sector, healthcare, aviation and industry.

Public Sector

A five-language city outgrew the digital front door built for two.

A federal law-enforcement entity in the Gulf region was serving a city whose population had outgrown its digital front door - we rebuilt it as an agentic, multilingual assistant.

GenAI & LLMsRAGAI Agents
Ismail MebsoutMay 12, 2026
Aviation

At 120,000 employees, the HR intranet stops scaling.

A global aviation group with a six-figure workforce was drowning in policy questions - we built the assistant that gave each employee a personal HR concierge.

GenAI & LLMsRAGEnterprise AI
Ismail MebsoutMay 5, 2026
Aviation

A frontline agent shouldn't be scrolling through PDFs in front of a customer.

The airport-services arm of a global carrier needed its agents to answer faster than the customer could ask - we put the SOP library inside an agentic assistant.

GenAI & LLMsRAGAI Agents
Ismail MebsoutApr 28, 2026
Aviation

A quality issue at 35,000 feet is a brand issue at ground level.

The catering arm of a global aviation group needed an early-warning system for in-flight food quality - we built it from the complaint stream they already had.

NLPApplied MLGenAI & LLMs
Ismail MebsoutApr 15, 2026
Aviation

Bury a flight plan under irrelevant NOTAMs and pilots stop reading it.

The flight operations function of a global carrier was buried in NOTAMs - we built the AI filter that gave the cockpit its signal back.

NLPApplied MLDocument AI
Ismail MebsoutApr 3, 2026
Banking

A credit proposal is twelve documents masquerading as one.

A global tier-1 corporate & investment bank wanted its analysts to spend time on judgment, not assembly - we built the agentic AI that handled the assembly.

GenAI & LLMsAI AgentsApplied ML
Ismail MebsoutMar 22, 2026
Banking

Two days of work hidden inside every annual statement.

A global tier-1 corporate & investment bank was paying senior analyst time to do data entry - we built the pipeline that gave them the hour they actually needed.

Document AINLPMLOps & Deployment
Ismail MebsoutMar 10, 2026
Public Sector

Strategic execution can't outpace the manual review behind it.

A national executive office in the GCC was bottlenecked by manual review - we built the AI recommendation layer that gave analysts a head start instead of a starting line.

Applied MLRecommendation SystemsGenAI & LLMs
Ismail MebsoutFeb 25, 2026
Healthcare

The patient voice doesn't live in the clinical record.

A globally recognized oncology research institute wanted to hear what patients say when no clinician is listening - we built the social-listening pipeline that surfaced it.

NLPApplied MLDocument AI
Ismail MebsoutFeb 12, 2026
Industry

Over-injecting expensive additives is what you do when you can't measure the right dose.

A multinational mining & metallurgy group was buying quality with excess additive cost - we built the AI that bought it with precision instead.

Applied MLPredictive MLMLOps & Deployment
Ismail MebsoutJan 28, 2026
Aviation

You can't optimize what you can't see - and an aircraft turnaround has too many moving parts to watch.

A leading European airport authority needed a structured view of every turnaround on its apron - we built it from the CCTV they already had.

Computer VisionApplied MLMLOps & Deployment
Ismail MebsoutJan 15, 2026
FMCG

Reactive churn management is a euphemism for losing customers slowly.

A global FMCG beverages player was watching high-value customers disappear without warning - we built the model that flagged them a month before they left.

Predictive MLApplied MLMLOps & Deployment
Ismail MebsoutDec 20, 2025

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