AI Moment Podcast
AI Moment With Danny Denhard and Jonathan Wagstaffe
Amazon Vs LLMs - Who's Winning & Why Amazon Is The Leading Light For AI
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Amazon Vs LLMs - Who's Winning & Why Amazon Is The Leading Light For AI

AI Moment 77 → Why AI Firms Are Desperate For Amazon's Data & Structure But They Say NO

Good morning leaders,

The common narrative suggests that AI and Large Language Models (LLMs) will disintermediate the giants of the internet by creating autonomous shopping agents that bypass traditional marketplaces.

However, my analysis and the numbers suggests the opposite might be true.

Amazon is currently in a “cold war” with AI companies, blocking their crawlers while simultaneously possessing the world’s most valuable, structured data set for e-commerce.

Far from being replaced, Amazon is leveraging what I dub their “Prime Expectations” and embedded & proprietary AI tools like Rufus to ensure it remains the definitive hub for the AI-driven future of retail.


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The Key 6 Points Discussed

  1. The Great Crawler Block: Amazon has officially blocked LLMs from crawling its site via robots.txt, yet its data remains surprisingly accessible within AI models, creating a complex tension between data protection and visibility.

  2. Structured Data as a Competitive Moat: Amazon’s landing pages are perfectly structured for AI consumption, featuring specific attributes, comparisons, and buyer reviews that LLMs crave to make recommendations.

  3. Prime Expectations: Amazon has uniquely mastered the art of setting and meeting customer expectations, from delivery speed to data-rich product pages, a level of consistency that competitors struggle to replicate.

  4. The Rufus/Alexa AI Advantage: Amazon’s internal AI shopping agent, Rufus, is already showing a conversion rate 3.5 times higher than traditional sessions, proving that AI-enhanced user journeys are significantly more efficient. Since recording Rufus has been replaced with Alexa+, Alexa AI is a smart branding play extension and builds on years on brand equity and usage of Alexa

  5. Voice as the Killer Use Case: The upcoming Alexa Plus represents a natural extension of Amazon’s AI strategy; if they can nail frictionless voice-based repeat purchases, they will own the most valuable part of the customer journey.

  6. The Platform Uplift: Outside of the Amazon ecosystem, AI is driving massive growth for e-commerce, with Shopify reporting a 13X increase in AI-driven orders and significant uplifts in average order value.

Remember your home and hub is far easier to track and own the users experiences - just because AI is helping some firms its also hindering many and you have a choice if you can build the right brand and right infra.

⤴️ A preview of how Amazon how rolled out their AI assistant in your shopping experience on desktop:


The AI Tools Mentioned

  • Rufus: Amazon’s proprietary AI shopping agent designed to optimise conversion and product discovery, now been consumed into the Alexa+.

  • Alexa+: The next iteration of Amazon’s voice assistant, positioned as a core pillar of their AI strategy.

  • Sidekick: Shopify’s AI tool designed to assist merchants in managing their stores.

  • Generative LLMs: Specifically OpenAI, Claude, and Gemini, which are currently restricted from crawling Amazon’s data.


Shareable Insights

  • Data Structure is Strategy: AI doesn’t just want data; it wants structured data. Amazon’s 20-year history of honing product pages into specific, comparable attributes makes them the default recommendation for AI agents, even if they block direct crawling.

  • The Conversion Gap: AI-driven shopping isn’t a “nice-to-have” anymore. When an agent like Rufus converts at 3.5 times the rate of a human session, the efficiency gains are too large to ignore for any retail operation.

  • The Moat of “Prime Expectations”: Winning in the AI era isn’t just about the best model; it’s about the best fulfilment and trust. Amazon’s ability to guarantee delivery and quality (the “Prime” experience) is a moat that software-only AI companies cannot easily cross.


The Core Takeaway for Leaders

The real winners of the AI revolution will not necessarily be the companies with the flashiest standalone models, but the “generational brands” like Amazon and Disney that own high-signal, structured data and control the entire customer journey. For leaders, the priority must be transforming messy internal data into a structured asset that AI can actually use to drive conversion.

Have a question you’d like us to answer on the podcast? Contact us on ai@dannydenhard.com, hit the button below or via our site ⁠dannydenhard.com/aipod

Have a great day and we will see you soon

Danny Denhard & Jonathan Wagstaffe

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