TechCrunch AI • November 9, 2026 • Industry Brief

At 10 cents per million input tokens, Ember is significantly cheaper than frontier competitors like Haiku and Luna.

Ecosystem implication: As foundation model providers roll out richer product discovery workflows and real-time search grounding, verified structured product directories become critical corroborating sources for buyer queries.

Products indexed with clean /llms.txt descriptions and Schema.org verification maintain resilient citation share across multi-model retrieval pipelines.

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