Cloud & Infrastructure · head to head
Pulumi vs Together AI

Pulumi
Cloud & Infrastructure
Modern infrastructure as code using programming languages
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Pulumi the free Individual plan allows one user and one concurrent stack update; Together AI fine tuning carries a minimum charge of $4.00 per job regardless of dataset size
- They diverge on capability: Pulumi covers Multi-language support, Together AI covers Open-source models.
Where they differ
Only the attributes on which Pulumi and Together AI actually diverge.
| Attribute | Pulumi | Together AI |
|---|---|---|
| Pricing model | freemium | usage-based |
| Platforms | Linux, Windows, Mac, Api | Api, Cloud |
| Category | Cloud & Infrastructure | AI Tools |
| Founded | 2017 | 2022 |
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 Pulumi
- Multi-language support
- Multi-cloud
- State management
- Secrets management
- RBAC
- Stacks
- Automation API
- Policy as Code
Only in Together AI
- Open-source models
- Fine-tuning
- Fast inference
- Embeddings
- REST API
- Python SDK
- OpenAI compatible
- Api support
What people use each for
The jobs each tool is most often brought in to do.
Pulumi
- Defining cloud infrastructure as code in TypeScript, Python, Go, C# or Java rather than a DSLnot Together AI
- Managing Pulumi state and secrets in a hosted backend instead of self-managed storagenot Together AI
- Policy, drift detection and deployment workflows for platform engineering teamsnot Together AI
Together AI
- Serverless inference against open source chat, vision, embedding, image and video modelsnot Pulumi
- Renting dedicated single tenant H100, H200 or B200 GPU clusters by the hournot Pulumi
- Fine tuning open weight models on a per token basisnot Pulumi
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Pulumi
- The free Individual plan allows one user and one concurrent stack update
- The Team plan is $40 per month base including 40 credits, and caps the organisation at 10 users
- SAML/SSO, RBAC, audit logs and drift detection require the Enterprise plan at $400 per month base
- The per-resource rate rises from $0.1825 per resource per month on Team to $0.365 on Enterprise, so upgrading raises the unit price as well as the base fee
- Managed secrets are billed separately at $0.50 per secret per month on Team and $0.75 on Enterprise
- Self-hosting, SCIM user sync, audit log export and 24x7 support are only in Business Critical, which is custom priced with no published rate
- Team includes up to 500 resources and Enterprise up to 2,000, with everything beyond billed on demand as credits
Together AI
- Fine tuning carries a minimum charge of $4.00 per job regardless of dataset size
- Reserved GPU commitments beyond 180 days are priced by contacting sales with no published rate
- Volume and enterprise discounts are quote only with no published threshold
- Reserved dedicated inference pricing is contact sales while only on demand rates of $5.49 to $8.99 per GPU hour are published
Pricing, plan by plan
Pulumi
Free- Pulumi CommunityFree
- Open source
- Community support
- Self-hosted
- Pulumi Cloud$10/month
- Hosted backend
- Team collaboration
- RBAC
Together AI
Free- FreeFree
- $5 credits
- API access
- Pay-per-use$0.2/per-million-tokens
- All models
- Fine-tuning
Which should you pick?
Choose Pulumi if
- You need multi-language support.
- You want to start without paying.
- You work on Linux, Windows, Mac, Api.
- You also want multi-cloud.
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.
Questions people ask
- Is Pulumi or Together AI better?
- Neither clearly leads. Pulumi starts at Free and Together AI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Pulumi or Together AI?
- Pulumi starts at Free and Together AI at Free.
- Does Pulumi or Together AI run on more platforms?
- Pulumi runs on Linux, Windows, Mac, Api. Together AI runs on Api, Cloud.
- Can I use Pulumi for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Pulumi best used for?
- Pulumi is most often used for defining cloud infrastructure as code in typescript, python, go, c# or java rather than a dsl, managing pulumi state and secrets in a hosted backend instead of self-managed storage, policy, drift detection and deployment workflows for platform engineering teams. Of those, defining cloud infrastructure as code in typescript, python, go, c# or java rather than a dsl and managing pulumi state and secrets in a hosted backend instead of self-managed storage are not what Together AI is typically brought in for.
- What can Pulumi do that Together AI cannot?
- Pulumi covers Multi-language support, Multi-cloud, State management, Secrets management. Together AI covers Open-source models, Fine-tuning, Fast inference, Embeddings.
Related pages
More on Together AI
Other head to heads
- Pulumi vs Grafana Cloud
- Pulumi vs Neon
- Pulumi vs DigitalOcean
- Pulumi vs AWS (Amazon Web Services)
- Pulumi vs Lambda (AWS Serverless)
- Pulumi vs Fireworks AI
- Pulumi vs Anyscale
- Pulumi vs DeepInfra
- Pulumi vs Deno Deploy
- Pulumi vs Heroku
- Pulumi vs Hetzner Cloud
- Pulumi vs Linode
- Pulumi vs Packer
- Pulumi vs Render
- Pulumi vs Upstash
- Pulumi vs Vagrant
- Pulumi vs Vultr
- Pulumi vs Akamai
- Pulumi vs Pika
- Pulumi vs Anthropic API
- Pulumi vs D-ID
- Pulumi vs Fathom
- Pulumi vs Stable Diffusion
- Pulumi vs Perplexity
- Pulumi vs Arize AI
- Pulumi vs Black Forest Labs
- Pulumi vs Cartesia
- Pulumi vs Deepgram
- Pulumi vs Helicone
- Pulumi vs Ideogram
- Pulumi vs Jasper
- Pulumi vs PromptLayer
- Pulumi vs Resemble AI
- Pulumi vs AI21 Labs
- Pulumi vs Copy.ai
- Pulumi vs HeyGen
- Together AI vs Grafana Cloud
- Together AI vs Neon
- Together AI vs DigitalOcean
- Together AI vs AWS (Amazon Web Services)
- Together AI vs Lambda (AWS Serverless)
- Together AI vs Fireworks AI
- Together AI vs Anyscale
- Together AI vs DeepInfra
- Together AI vs Deno Deploy
- Together AI vs Heroku
- Together AI vs Hetzner Cloud
- Together AI vs Linode
- Together AI vs Packer
- Together AI vs Render
- Together AI vs Upstash
- Together AI vs Vagrant
- Together AI vs Vultr
- Together AI vs Akamai
- Together AI vs Pika
- Together AI vs Anthropic API
- Together AI vs D-ID
- Together AI vs Fathom
- Together AI vs Stable Diffusion
- Together AI vs Perplexity
- Together AI vs Arize AI
- Together AI vs Black Forest Labs
- Together AI vs Cartesia
- Together AI vs Deepgram
- Together AI vs Helicone
- Together AI vs Ideogram
- Together AI vs Jasper
- Together AI vs PromptLayer
- Together AI vs Resemble AI
- Together AI vs AI21 Labs
- Together AI vs Copy.ai
- Together AI vs HeyGen

