Proof
Six delivery stories. Named organizations. Real outcomes.
Two stories from one product built and operated by Limitls AI. Four additional leadership stories delivered within complex organizations before the company's founding. Each case explains the pressure, the decisive moves, and the evidence behind the result.
- Product built and operated by Limitls AI.
- Relevant leadership experience delivered before Limitls AI existed.
Two stories from Vigil Intel: implementing AI in production and managing its operating costs. Limitls AI built and operates these solutions.
The Builder | AI Product | Risk Intelligence
Built and operated by Limitls AI
Six weeks from an AI idea to a live risk-intelligence platform with paid billing.
A multi-LLM product that gives GCC decision-makers source-grounded intelligence while the signal is still fresh.
- 173 countries
- 10 risk dimensions
- 6 weeks to live
The confidence to decide in time to act.
The Control Story | AI Economics | Risk Intelligence
Built and operated by Limitls AI
Correcting AI cost blind spots. Cutting one stage's cost by 77%.
A focused operating story from Vigil Intel: correcting failed-run reporting, redesigning model responsibilities, and making spending trade-offs explicit.
- Failed-run reporting corrected
- 77% lower digest-stage cost
- Reversible cadence control
A clearer basis for the next AI spending decision.
Relevant leadership experience delivered before Limitls AI existed.
The Leader | Product Recovery | Loyalty
Delivered by Mehdi Nadifi at Sia Partners for Emarat Petroleum
Four months to launch. Number one within 30 days of going live.
Six integration tracks were unified into one delivery model, enabling an on-time launch and a loyalty platform that drove growth.
- Number one within 30 days
- 100,000 first-month registered members
- 30% revenue increase
Gained control of the launch, confidence in the team, and a platform for growth.
The Architect | Conversational AI | Super App
Delivered by Mehdi Nadifi at Majid Al Futtaim
From a 30+ feature deadlock to MENA’s first Arabic-dialect AI super app.
A stalled joint venture became a unified 14-service product that reached production testing in six months.
- 14 integrated services
- 6 months
- Hundreds of beta testers
Delivered a unified product that allowed all teams to progress together.
The Operator | Enterprise GenAI | GCC
Delivered by Mehdi Nadifi at Sia Partners
From impressive GenAI demos to infrastructure regulated GCC buyers could trust and procure.
Arabic production readiness, data residency, ISO 27001 certification, AWS Marketplace listing, and a low-risk pilot model established a repeatable path into regulated sectors.
- More than 10 pilots
- 4 regulated sectors
- ISO 27001 and AWS Marketplace
Established a reliable path from demonstration to deployment.
The Scale Story | AI Personalization | Banking
Delivered by Mehdi Nadifi at JPMorgan Chase & Co.
Delivered investment personalization within Chase's mobile banking platform.
AI-driven investment personalization launched inside a highly scrutinized US financial environment.
- 33 million Chase active mobile users in 2018
- More than 15 team members
- US banking regulation
Achieved enterprise-scale personalization while maintaining full control.
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