Windmill
A workflow engine where the AI builds the scripts and the enterprise gates come down
A side-by-side editorial comparison of Groq and Cosmic — release velocity, themes, recent moves, and the top alternatives to consider.
Groq is climbing off raw inference: hosted tools and MCP connectors now sit above the chips.
GroqCloud's changelog splits three ways: model availability (MiniMax M2.5, Qwen3-VL for enterprise, GPT-OSS variants), speech work consolidating on Orpheus after the PlayAI deprecation, and a newer line of server-side capabilities — browser search as a built-in tool, and MCP connectors for Google Workspace. SDK releases are maintenance-grade following December 2025's 1.0 GA. Cadence has thinned since Q1, with the most recent captured entries dating to April.
Cosmic retired AI Studio and gave its agents goals — the CMS is becoming an agent runtime.
Six weeks of releases pull in one direction. AI Studio was retired and Cosmic's AI consolidated into three surfaces: Agents, Workflows, and Code. Agents gained goals described in plain language that they work toward on their own, running steps and checking in, plus write access to reusable rich-text Content Blocks rather than read-only reference. Semantic search embeds bucket objects into a vector index so content is retrievable by meaning. The two newest entries add Claude Opus 5 and Kimi K3 to the model lineup.
GroqCloud's changelog splits three ways: model availability (MiniMax M2.5, Qwen3-VL for enterprise, GPT-OSS variants), speech work consolidating on Orpheus after the PlayAI deprecation, and a newer line of server-side capabilities — browser search as a built-in tool, and MCP connectors for Google Workspace. SDK releases are maintenance-grade following December 2025's 1.0 GA. Cadence has thinned since Q1, with the most recent captured entries dating to April.
The interesting movement is Groq offering things that execute rather than only generate: tools the model can call inside Groq's own runtime, and pre-built OAuth connectors to business applications. That is a bid to be the place agents run, not merely the fastest token endpoint, and it competes with the same agent-runtime pitch Bedrock and OpenAI's Responses API make. Speed remains the underlying claim, but the surface being sold is moving up the stack.
Expect the connector catalog to widen beyond Google Workspace and more built-in tools to reach the general model lineup rather than only GPT-OSS.
Six weeks of releases pull in one direction. AI Studio was retired and Cosmic's AI consolidated into three surfaces: Agents, Workflows, and Code. Agents gained goals described in plain language that they work toward on their own, running steps and checking in, plus write access to reusable rich-text Content Blocks rather than read-only reference. Semantic search embeds bucket objects into a vector index so content is retrievable by meaning. The two newest entries add Claude Opus 5 and Kimi K3 to the model lineup.
The content API is turning into a runtime agents operate inside: goals instead of prompts, write permissions instead of suggestions, and a vector index so an agent can find what it needs without being handed it. Retiring AI Studio is the clearest signal — Cosmic is choosing fewer, deeper surfaces over a menu of separate AI features, which is a harder position to reverse.
Expect agent write scope to extend past Content Blocks to objects and media, and goals to gain triggers or schedules so they run without a person starting them.
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Groq or Cosmic.
A workflow engine where the AI builds the scripts and the enterprise gates come down
Pressable is shipping near-daily, and MCP is being maintained as a peer surface to its API.
Pipedream put OAuth on its 10,000-tool MCP server and annotated every tool read or write.
Five of six VictoriaMetrics entries are scraped GitHub page furniture; one is a real LTS patch.
Buildkite is forcing a major agent upgrade and handing agents a shortcut through failures.
Statsig is packaging its own workflows as skills for someone else's agent to run.
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Cosmic is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Cosmic is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
Top Groq alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Groq alternatives" section above for the current picks, or visit /alternatives/groq for the full list with editorial commentary on each.
Top Cosmic alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Cosmic alternatives" section above for the current picks, or visit /alternatives/cosmicjs for the full list with editorial commentary on each.