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Funding Round: Zendesk Raises on a RAG-as-a-service Story

A field report on tool-first agents and what it changes for analysts.

By Mira Castellanos3 min read

If you spend enough time watching the AI industry, you stop reacting to launches and start tracking patterns. Funding Round is one of those patterns.

Shopify has been quietly running compliance review through Warp for months. The results are unglamorous and, for that reason, more interesting than another benchmark chart.

Eval harnesses, once an afterthought, are becoming the most important piece of code in many AI projects. Databricks's team treats theirs the way an SRE team treats a runbook.

What Mistral actually shipped with Llama 4 is less a single capability and more a cluster of small, compounding improvements — the kind that only show up when you put a real workflow on top.

The cost curve matters here. Qwen 3 is roughly an order of magnitude cheaper per token than the equivalent model 18 months ago, and that changes which problems are worth automating at all.

Teams that win with evals-first development tend to share a habit: they write the evals before they write the prompts. Everything else follows from that.

None of this guarantees a clean story. xAI could ship a model next month that rearranges the assumptions in this piece. But the direction of travel, for now, is clear enough to plan around.

#enterprise#inference#multimodal#agents#RAG

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