HubSpot and Cohere Strike a Deal That Reshapes the Map
A field report on RAG-as-a-service and what it changes for sales teams.
If you spend enough time watching the AI industry, you stop reacting to launches and start tracking patterns. HubSpot and Cohere Strike a Deal That Reshapes the Map is one of those patterns.
Inside Zendesk, the rollout looked less like a moonshot and more like a slow migration. A pilot, a champion, a quiet expansion, a budget line.
What Cohere actually shipped with Gemini 3 Pro 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.
Teams that win with long-context workflows tend to share a habit: they write the evals before they write the prompts. Everything else follows from that.
Inside HubSpot, the rollout looked less like a moonshot and more like a slow migration. A pilot, a champion, a quiet expansion, a budget line.
The cost curve matters here. Phi-4 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.
The cost curve matters here. Phi-4 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.
None of this guarantees a clean story. Meta FAIR 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.