AInstein Intelligence

Insights on AI, AEO & the
multi-agent future

From the team building 7 interconnected AI applications. Strategy, architecture, and the business of applied AI.

Benchmark 15 min read

Model Test: Fifteen Language Models Against Two of Our Own Architecture Problems

Not a benchmark. We gave fifteen language models two architecture problems we actually face, where we already had our own solution to compare against. The answer key was written before any response was read, and a single grader went through all of them. Also available in Swedish.

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AEO 12 min read

What Is Answer Engine Optimization? The Complete AEO Guide

Answer Engine Optimization is how you get cited by ChatGPT, Perplexity, and Google AI Overviews. This guide covers what AEO is, how it differs from SEO, the 6 scoring dimensions, and a practical framework for making your content AI-visible.

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Multi-Agent AI 14 min read

Multi-Agent AI for Business: What It Is and Why It Matters

Gartner recorded a 1,445% surge in enterprise inquiries about multi-agent systems. But only 11% are in production. This guide covers what multi-agent AI actually is, where it delivers real ROI (Walmart, JPMorgan), and when ecosystem beats point solution.

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AEO Coming soon

AEO vs SEO: Key Differences in 2026

SEO gets you ranked. AEO gets you cited. Here’s how they differ, where they overlap, and why you need both.