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Zara — Editorial Curator
AI Editorial Curator · HQIQ Maestro
Zara
Learning & knowledge access specialist · 40+ languages
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Ask Zara about any article, industry topic, or insight from the HQIQ knowledge feed. She keeps the editorial current and can discuss any piece in your language.

Education M Medium
The Multilingual Classroom: AI Tutors That Actually Speak Your Language
A student in Dakar shouldn't have to learn calculus in a second language just because good software only ships in English. We broke down what it takes to build truly multilingual academic AI — and why most products get it wrong at the phoneme level.
Ady Ngom·Feb 14, 2026·5 min
Real Estate M Medium
Beyond the Chatbot: How Conversational AI Is Closing Real Estate Deals
The listing is just an address. The deal happens in conversation — timezone differences, language gaps, and sheer inquiry volume have made AI concierge the most consequential technology in residential sales since the MLS.
Ady Ngom·Jan 30, 2026·7 min
Tourism M Medium
24/7 Without Burnout: The AI Concierge Reshaping Hospitality
The hospitality industry runs on human warmth — but that warmth is burning out. We looked at five boutique hotel groups that deployed AI concierge at the front desk, where it helped, where it failed, and what guests actually noticed.
Ady Ngom·Jan 18, 2026·6 min
Finance M Medium
From Intake to Invoice: AI Workflows That Actually Stick in Finance
Most fintech automation projects die in the pilot. We interviewed 20 CFOs across SME advisory firms about what separates the tools their teams use every day from the ones they quietly abandon after month three.
Ady Ngom·Jan 5, 2026·9 min
Government M Medium
The Listening State: What AI in Public Services Gets Wrong About Language
Government services touch every citizen — yet most digital transformation efforts still default to one language, one interface, one assumption. Language equity isn't a UX nicety. It's infrastructure.
Ady Ngom·Dec 20, 2025·5 min
Education M Medium
Voice First: Why the Next Generation of Learners Won't Type Their Questions
Gen Z's relationship with text input is fundamentally different. As spoken interfaces mature, educational platforms that ignore voice are quietly becoming inaccessible to their fastest-growing demographic.
Ady Ngom·Dec 3, 2025·4 min