← Hannah Schlacter
AIResearchProduct Design

Cohere Developer Experience

A PM analysis for Cohere — where the developer surface undersells Cohere's real enterprise wedge, with public feedback across vendors and themes.

A company's positioning and its developer surface are the same product problem. Close the gap, and the wedge compounds. Leave it open, and the wedge stays in the sales deck.

The problem

Cohere has a real wedge in enterprise deployment — data residency, VPC, multi-cloud — but developers discovering Cohere through the playground, SDK quickstart, or model selection flow don't see that wedge. Those surfaces still treat Cohere like a generic LLM vendor. The enterprise buyer converts because of residency; the enterprise user converts because of DX. Both have to work.

My hypothesis

If I analyzed developer feedback across Cohere, OpenAI, and Anthropic — mapped to themes (docs, SDK, playground, error surfacing, model selection) — the DX gap would show itself, and I could recommend where to close it first.

What I built

A dashboard at schlacter.me/cohere-developer-experience with vendor-by-vendor theme breakdowns across Cohere, OpenAI, and Anthropic. A top-level thesis anchors the analysis: close the DX gap between Cohere's enterprise wedge and its developer surfaces. Every theme drills into source posts.

What broke

The vendor comparison is small-N on Cohere (they have a smaller developer community than OpenAI or Anthropic), which means the themes surface but the proportional claims are fragile. I flagged this in the analysis. The real version would pair this with Cohere's internal Discord and support ticket data.

What I learned

The gap between an enterprise buyer's wedge and a developer's first-run experience is a PM problem, not a marketing problem. Enterprise residency is the reason a buyer picks Cohere — but the developer logs in and sees 'another LLM playground.' Nothing communicates the wedge at the moment it matters.

If I kept going

Build a mockup of a Cohere playground that leads with the enterprise wedge — 'pick your deployment region,' 'choose VPC or SaaS,' 'residency on by default.' Test whether enterprise buyers convert to enterprise users faster when the DX reflects the wedge.

Prototype

Dashboard hero: Cohere's enterprise wedge vs. its developer surface.

Dashboard hero: Cohere's enterprise wedge vs. its developer surface.

Vendor-by-vendor theme breakdown — Cohere, OpenAI, Anthropic.

Vendor-by-vendor theme breakdown — Cohere, OpenAI, Anthropic.

Every theme drills into source posts.

Every theme drills into source posts.

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