Eric Benjamin Seufert

Eric Benjamin Seufert

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Adtech/investor (Mobile Dev Memo); analyzes platform monetization, rev share/take rates, and earnings across social/video apps relevant to creators/streaming.

Generative Retrieval Extends Two‑Tower Dual‑Encoder Recommendation
SocialApr 26, 2026

Generative Retrieval Extends Two‑Tower Dual‑Encoder Recommendation

An exciting area of RecSys research is generative retrieval. The prevailing Two Towers paradigm, popularized by YouTube for large-scale recommendation in 2016, uses a dual-encoder architecture to learn vector representations for users and items, then retrieves candidates from an embedding...

By Eric Benjamin Seufert
Meta's AI Pixel Blurs Line Between Ads and Data
SocialApr 23, 2026

Meta's AI Pixel Blurs Line Between Ads and Data

Meta’s AI pixel and the vanishing ad-product divide Last week, Meta introduced automation updates to its two keystone data ingestion features for advertisers: its pixel and its Conversions API (CAPI). These updates are less significant as product enhancements than as evidence...

By Eric Benjamin Seufert
Chatbot Ads Need a New Model Beyond Search
SocialApr 15, 2026

Chatbot Ads Need a New Model Beyond Search

Search is the wrong mental model for chatbot advertising "I think it’s a mistake to view the Search advertising model as the default for chatbots; both from a user expectation and a revenue standpoint. And in fact, I think that Search...

By Eric Benjamin Seufert
Meta AI Climbs to #3, Trailing only ChatGPT
SocialApr 12, 2026

Meta AI Climbs to #3, Trailing only ChatGPT

Meta AI is currently ranked #3 on the US App Store’s Top Downloaded chart — behind ChatGPT but ahead of Claude and Gemini.

By Eric Benjamin Seufert
ChatGPT’s $100B Ad Goal Demands Precise Product Discipline
SocialApr 10, 2026

ChatGPT’s $100B Ad Goal Demands Precise Product Discipline

How can ChatGPT reach $100BN in advertising revenue? "If my reverse-engineered input assessments are anywhere near what OpenAI used in its model to project $100BN in annual advertising revenue, then the team faces a formidable challenge, albeit one that is surmountable...

By Eric Benjamin Seufert
Meta's GR2 Leverages LLM Reasoning for Better Ad Ranking
SocialMar 4, 2026

Meta's GR2 Leverages LLM Reasoning for Better Ad Ranking

Can LLMs be used for ads ranking? Meta's GR2 architecture utilizes reinforcement learning and LLM world knowledge to improve ad ranking performance through structured reasoning. https://mobiledevmemo.com/can-llms-be-used-for-ads-ranking/

By Eric Benjamin Seufert
Distribution, Not Creation, Is the New Attention Bottleneck
SocialFeb 19, 2026

Distribution, Not Creation, Is the New Attention Bottleneck

Distribution and the human attention premium That marketing and distribution become the principal challenges of scaling content in an attention landscape awash in it seems like an obvious outcome as production costs collapse. But it has not yet emerged as a...

By Eric Benjamin Seufert