AI · head to head
Together AI vs Zed
The short version
- Each has a real cost: Together AI free tier limits not clearly specified in pricing documentation; Zed newer product with smaller ecosystem than established editors
- They diverge on capability: Together AI covers Open-source models, Zed covers Real-time collaboration.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Together AI and Zed actually diverge.
| Attribute | Together AI | Zed |
|---|---|---|
| Pricing model | usage-based | freemium |
| Platforms | Api, Cloud | macOS, Linux, Windows |
| Category | AI | Software Development |
| Founded | 2022 | 2023 |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Together AI
- Open-source models
- Fine-tuning
- Fast inference
- Embeddings
- REST API
- Python SDK
- OpenAI compatible
- Api support
Only in Zed
- Real-time collaboration
- AI code completion
- Lightning-fast performance
- Rust-based architecture
- Multi-language support
- Integrated terminal
- Git integration
- Vim keybindings
What people use each for
The jobs each tool is most often brought in to do.
Together AI
- LLM inference for production AI applicationsnot Zed
- Content generation at scalenot Zed
- Code execution and embeddingsnot Zed
- Model fine-tuning and trainingnot Zed
- Startup and enterprise AI deploymentnot Zed
Zed
- Collaborative codingnot Together AI
- High-performance editingnot Together AI
- Real-time pair programmingnot Together AI
- Systems programmingnot Together AI
- Web developmentnot Together AI
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Together AI
- Free tier limits not clearly specified in pricing documentation
- Pricing varies significantly by model and use case
- Requires account setup for production access
- Batch API discounts apply only to non-urgent workloads
Zed
- Newer product with smaller ecosystem than established editors
- Limited extensions and plugin marketplace compared to VSCode or Sublime Text
Pricing, plan by plan
Together AI
Free- Serverless Inference$0.03/1M input tokens
- Chat and Vision models
- Image generation
- Video generation
- Provisioned Throughput$21600/month
- Up to 83% savings vs commercial alternatives
- Reserved capacity
- Guaranteed throughput
- Dedicated Inference$5.49/hour
- H100 GPU instance
- Single-tenant deployment
- No resource sharing
- GPU Clusters$3.99/GPU-hour
- On-demand capacity
- Volume discounts available
- Reserved options with up to 35% savings
Zed
Free- FreeFree
- Single-player editing
- Local AI assistance
- Fast performance
- Plus$10/month
- Multiplayer collaboration
- Cloud AI assistance
- Advanced features
Which should you pick?
Choose Together AI if
- You need open-source models.
- You want to start without paying.
- You work on Api, Cloud.
- You also want fine-tuning.
Choose Zed if
- You need real-time collaboration.
- You want to start without paying.
- You work on macOS, Linux, Windows.
- You also want ai code completion.
Questions people ask
- Is Together AI or Zed better?
- Neither clearly leads. Together AI starts at Free and Zed at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Together AI or Zed?
- Together AI starts at Free and Zed at Free.
- Does Together AI or Zed run on more platforms?
- Together AI runs on Api, Cloud. Zed runs on macOS, Linux, Windows.
- Can I use Together AI for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Together AI best used for?
- Together AI is most often used for llm inference for production ai applications, content generation at scale, code execution and embeddings, model fine-tuning and training. Of those, llm inference for production ai applications and content generation at scale are not what Zed is typically brought in for.
- What can Together AI do that Zed cannot?
- Together AI covers Open-source models, Fine-tuning, Fast inference, Embeddings. Zed covers Real-time collaboration, AI code completion, Lightning-fast performance, Rust-based architecture.
Answered from the vendors’ own pages
Together AI: Does Together AI offer a free tier?
Yes, Together AI advertises 'Start for free, scale on demand,' but specific free tier usage limits are not detailed on the pricing page.
SourceZed: What platforms does Zed support?
Zed is available for macOS, Linux, and Windows, providing cross-platform support for developers.
SourceTogether AI: What are Together AI's highest model prices?
Serverless inference pricing ranges from free for base models up to $4.40 per 1M input tokens for premium models. Video generation costs $0.14 to $3.20 per video depending on resolution.
SourceZed: Is Zed free to use?
Yes. Zed is open-source software available free to download and use. The editor and GPUI framework are available under open-source licenses (GPL for editor, Apache/MIT for GPUI).
SourceTogether AI: How much can I save with Provisioned Throughput?
Together AI offers up to 83% savings compared to commercial alternatives when using their Provisioned Throughput option with reserved capacity.
SourceZed: What makes Zed fast compared to other editors?
Zed is written in Rust and uses GPU-accelerated rendering to achieve startup times under 500ms and keystroke latency below 2ms.
SourceTogether AI: What is Together AI's fine-tuning pricing?
Standard fine-tuning costs $0.48 to $2.90 per 1M tokens depending on model size, with a minimum charge of $4.00 per job.
SourceZed: Does Zed support real-time collaboration?
Yes. Zed provides real-time collaborative editing and screen sharing capabilities, enabling multiple developers to work on the same code simultaneously.
SourceZed: What AI models does Zed support?
Zed supports multiple AI models and agents for agentic editing, enabling human-AI collaboration during development.
SourceZed: When was Zed 1.0 released?
Zed 1.0 was officially released on April 29, 2026, marking the stable production release.
SourceRelated pages
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