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    Mahmoud Halat

    Mahmoud Halat

    Product & Growth Systems Builder, AI Transformation Specialist

    About Mahmoud Halat

    Mahmoud Halat is a product and growth systems builder who specializes in the practical application of AI. His work focuses on the intersection of data, product marketing, and AI transformation, positioning businesses to thrive in the answer engine era.

    With a keen eye for what actually moves metrics versus what merely looks impressive on a slide deck, Mahmoud helps teams implement AEO strategies that deliver measurable results. His approach combines technical understanding with practical business sense, ensuring that every optimization effort ties back to real user value and trackable outcomes.

    At cite-met, Mahmoud bridges the gap between modern development practices and discoverability in the AI era, building infrastructure that allows developers to use the tools they love without sacrificing visibility to AI systems.

    Areas of Expertise

    Answer Engine Optimization (AEO)
    AI-powered content engines
    Data harmonization
    Product marketing

    Articles by Mahmoud Halat (7 articles)

    GiveFeedback.co went from invisible to AI crawlers (Grade F) to 100% cited (Grade A+) in under 24 hours using cite-met. Here's the complete before/after breakdown with real metrics.

    case-study
    GiveFeedback
    SSG
    visibility
    CiteMET
    before-after
    dogfooding
    ๐Ÿ’ก Answer-First Content

    Stop burying your answers in fluff. Learn why AI crawlers skip content that doesn't put the answer firstโ€”and how the Inverted Pyramid writing method gets you cited.

    AEO
    content-strategy
    writing
    answer-first
    inverted-pyramid
    ๐Ÿ›๏ธ Algorithmic Trust

    Why hiding brand assertions in AI share button prompts damages trust, and how transparent, user-first prompts build lasting authority instead.

    transparency
    ethics
    AI-share-buttons
    E-E-A-T
    ๐Ÿ›๏ธ Algorithmic Trust

    In the era of AI-generated "slop," authorship is the trust signal that gets you cited. Learn how E-E-A-T, Person schema, and consistent branding make you a source AI models trust.

    E-E-A-T
    authorship
    trust
    schema
    author-authority
    Person-schema

    Why click-through rates on AI citations still matter for ranking and trust, plus four practical ways to earn real engagement without manipulation.

    engagement
    citations
    metrics
    click-through-rate

    Learn the most common pitfalls when implementing CiteMET and how to avoid them for better AI visibility.

    CiteMET
    mistakes
    best-practices

    A comprehensive guide to Answer Engine Optimization and the CiteMET framework for earning citations in AI-generated answers.

    CiteMET
    AEO
    introduction
    getting-started
    CTA background

    The Last Step Your Framework Forgot.

    Tools like Lovable and Bolt build the UI. We build the visibility. Close the loop and give your site the voice it deserves.

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