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Cohere vs RunInfra
RunInfra offers $10 coding plans on mid-size open models and an agent that builds tuned endpoints. Cohere offers enterprise models with on-prem options.
By The Subconscious Team · Updated
Cohere vs RunInfra: key differences
RunInfra targets small teams without ML ops staff. Its Model APIs serve a curated set, including Nemotron 3.5 Lightning 30B and Qwen 3.8 27B, behind one key for OpenAI and Anthropic SDKs, and coding plans from $10 a month plug into Claude Code, Codex, Cline and Aider. Its deployment agent takes a plain-English request, benchmarks GPUs from L4 to B200, tests AWQ, GPTQ and FP8 variants, and ships an endpoint that scales to zero with cold starts under two seconds. Cohere is a first-party model vendor with Command A at $2.50 in and $10 out and a 256K window, and Command A+ under Apache 2.0.
Custom model handling differs. RunInfra accepts uploads up to 50 GB in SafeTensors, GGUF or ONNX and can chain models such as Whisper into an LLM into a TTS voice. Cohere fine-tunes its own models, including inside a customer VPC or on-prem, and adds Embed 4 and Rerank 4 for search. RunInfra's library is tiny and centered on mid-size models, and it is a young company with little enterprise track record. Cohere's Command A+ prices are unpublished, so production often starts with sales. Solo developers and small voice or coding teams fit RunInfra; regulated enterprises fit Cohere.
What Cohere and RunInfra do
Cohere
Cohere is a Toronto-based lab that sells models and platforms to banks, governments and large enterprises rather than consumers. Its generative line is the Command family. Command A+, released May 20, 2026, is a 218B-parameter mixture-of-experts model with 25B active, published under Apache 2.0 with a 128K context window, and it combines reasoning, vision, translation and tool use in one set of weights. Command A has a 256K window and lists at $2.50 in and $10 out per million tokens, while Command R7B costs $0.0375 in. June 2026 added North Mini Code, a 30B Apache 2.0 coding model, and the lineup also includes Aya multilingual models and Transcribe for speech.
Example models: Command A+, Command A, Embed 4, Rerank 4
Full Cohere profileRunInfra
RunInfra pitches open models built for agents, with two ways in. Its hosted Model APIs serve a small curated library, including Nemotron 3.5 Lightning 30B, Qwen 3.8 27B and Ornith 1.5 35B, behind one key that works with both the OpenAI and Anthropic SDKs. Cached context bills at a discount. Coding plans start at $10 a month with limits that reset every five hours and every week, and they plug into Claude Code, Codex, OpenCode, Cline, Aider and dozens of other agent CLIs.
Example models: Nemotron 3.5 Lightning 30B, Qwen 3.8 27B
Full RunInfra profileShould you choose Cohere or RunInfra?
Cohere vs RunInfra at a glance
| Attribute | Cohere | RunInfra |
|---|---|---|
| Model access | Closed, plus open Command A+ | Open weights |
| Flagship models | Command A+, Command A, Embed 4, Rerank 4 | Nemotron 3.5 Lightning 30B, Qwen 3.8 27B |
| Speed | 375 tok/s on Command A+ W4A4, per Cohere | Cold starts under 2s |
| Price | $0.0375–$2.50 in, $0.15–$10 out per 1M | Coding plans from $10 a month |
| Customization | Enterprise fine-tuning, incl. private | Uploads up to 50 GB; auto-quantization |
| Deployment | API, Bedrock, Azure, OCI, VPC, on-prem | Model APIs, agent-built endpoints |
| Long context | 256K on Command A; 128K on A+ | Varies by model |
Frequently asked questions
What is the difference between Cohere and RunInfra?
RunInfra offers $10 coding plans on mid-size open models and an agent that builds tuned endpoints. Cohere offers enterprise models with on-prem options.
When should I choose Cohere over RunInfra?
Regulated enterprises needing on-prem; RAG with first-party retrieval models; Buying through Bedrock, Azure or OCI.
When should I choose RunInfra over Cohere?
Cheap open models in agent CLIs; Auto-tuned endpoints without ML ops; Voice pipelines chaining ASR, LLM and TTS.
Is Cohere or RunInfra cheaper?
Cohere: $0.0375–$2.50 in, $0.15–$10 out per 1M. RunInfra: Coding plans from $10 a month. The cheaper choice depends on the model and workload.
Which has more context, Cohere or RunInfra?
Cohere: 256K on Command A; 128K on A+. RunInfra: Varies by model.
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