Artificial Intelligence

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Who decides the best AI?


The AI industry has become adept at measuring itself. Benchmarks improve, model scores rise, and every new release arrives with a list of metrics meant to signal progress. And yet, somewhere between the lab and real life, something keeps slipping. Which model actually feels better to use? Which answers would a human trust? Which system would you put in front of customers, employees, or citizens and feel comfortable standing behind it? That gap is where LMArena has quietly built its business, and why investors just put $150 million behind it at a $1.7 billion valuation, in a Series A round.…

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Answer engine optimization trends in 2026: How AEO is transforming the landscape

Emerging trends in answer engine optimization are reshaping how brands earn visibility, trust, and demand in AI-powered search. Answer engines like ChatGPT, Google AI Overviews, Perplexity, and Gemini now deliver fully synthesized answers directly to users, compressing the traditional customer journey. According to HubSpot’s Consumer Trends Report, 72% of consumers plan to use AI-powered search for shopping more frequently.

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The best AI visibility tools that actually improve lead quality

Search has changed faster than most teams have adapted. For years, visibility meant ranking — climbing search pages through backlinks, keywords, and authority signals. Now, customers open ChatGPT or Gemini, type a question, and receive a synthesized answer drawn from multiple sources.

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AI search strategy: A guide for modern marketing teams

Search no longer rewards keywords alone — it rewards clarity. Large language models now read, reason, and restate information, deciding which brands to quote when they answer. An AI search strategy adapts content for that shift, focusing on being understood and cited, not just ranked and clicked.

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What we learned building SalesBot — HubSpot’s AI-powered chatbot selling assistant

When I first joined HubSpot’s Conversational Marketing team, most of our website chat volume was handled by humans. We had a global team of more than a hundred live sales agents — Inbound Success Coaches (ISCs) qualifying leads, booking meetings, and routing conversations to sales reps. It worked, but it didn’t scale.

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