Cloud & Infrastructure · head to head
DeepInfra vs Pulumi
DeepInfra
Cloud & Infrastructure
Low-cost cloud API for running open-source AI models
- From
- $0.08/month
- Rated
- -
Pulumi
Cloud & Infrastructure
Modern infrastructure as code using programming languages
- From
- Free
- Rated
- -
The short version
- Only Pulumi has a free tier, so it costs nothing to try first.
- Each has a real cost: DeepInfra focuses on inference hosting rather than fine-tuning or full training pipelines that competitors like Fireworks AI offer.; Pulumi the free Individual plan allows one user and one concurrent stack update
- They diverge on capability: DeepInfra covers Open model hosting, Pulumi covers Multi-language support.
Where they differ
Only the attributes on which DeepInfra and Pulumi actually diverge.
Identical on both: 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 DeepInfra
- Open model hosting
- Pay-per-token pricing
- Long context support
- DeepCluster
- Zero retention policy
- Real-time metrics
Only in Pulumi
- Multi-language support
- Multi-cloud
- State management
- Secrets management
- RBAC
- Stacks
- Automation API
- Policy as Code
What people use each for
The jobs each tool is most often brought in to do.
DeepInfra
- Running open-source LLM inference without managing GPUsnot Pulumi
- Serving speech and image generation models via APInot Pulumi
- Cost-sensitive production inference at scalenot Pulumi
- Reserved GPU capacity via DeepCluster for steady workloadsnot Pulumi
Pulumi
- Defining cloud infrastructure as code in TypeScript, Python, Go, C# or Java rather than a DSLnot DeepInfra
- Managing Pulumi state and secrets in a hosted backend instead of self-managed storagenot DeepInfra
- Policy, drift detection and deployment workflows for platform engineering teamsnot DeepInfra
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
DeepInfra
- Focuses on inference hosting rather than fine-tuning or full training pipelines that competitors like Fireworks AI offer.
- Model selection is limited to what DeepInfra chooses to host, unlike self-managed platforms.
- No published free tier; usage is billed from the first token.
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
Pricing, plan by plan
DeepInfra
$0.08/month- Pay-as-you-go$undefined/mo
- Per-model token pricing from $0.08 to $2.85 per million input tokens
- No long-term contract
- DeepCluster$1.98/month
- Dedicated NVIDIA B300 GPU clusters at $1.98/GPU-hour
Pulumi
Free- Pulumi CommunityFree
- Open source
- Community support
- Self-hosted
- Pulumi Cloud$10/month
- Hosted backend
- Team collaboration
- RBAC
Which should you pick?
Choose DeepInfra if
- You need open model hosting.
- You work on web, api.
- You also want pay-per-token pricing.
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.
Questions people ask
- Is DeepInfra or Pulumi better?
- Neither clearly leads. DeepInfra starts at $0.08/month and Pulumi at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, DeepInfra or Pulumi?
- Pulumi has a free tier; the other does not. Paid plans start at $0.08/month for DeepInfra and Free for Pulumi.
- Does DeepInfra or Pulumi run on more platforms?
- DeepInfra runs on web, api. Pulumi runs on Linux, Windows, Mac, Api.
- Can I use Pulumi for free?
- Yes. Pulumi has a free tier, so you can try it without paying. DeepInfra starts at $0.08/month.
- What is DeepInfra best used for?
- DeepInfra is most often used for running open-source llm inference without managing gpus, serving speech and image generation models via api, cost-sensitive production inference at scale, reserved gpu capacity via deepcluster for steady workloads. Of those, running open-source llm inference without managing gpus and serving speech and image generation models via api are not what Pulumi is typically brought in for.
- What can DeepInfra do that Pulumi cannot?
- DeepInfra covers Open model hosting, Pay-per-token pricing, Long context support, DeepCluster. Pulumi covers Multi-language support, Multi-cloud, State management, Secrets management.
Answered from the vendors’ own pages
DeepInfra: Is there a free tier on DeepInfra?
No free tier is published; usage is billed pay-as-you-go from the first token, though a credit card or pre-payment is required before you can send requests.
SourceDeepInfra: How is usage priced?
Language models are billed per million input/output tokens, other models by inference execution time, and audio models per minute of audio processed, with no minimum commitment.
SourceDeepInfra: What are the Standard, Priority, and Flex tiers?
Standard is default best-effort pricing at 1x, Priority costs 1.5x for faster time-to-first-token during peak demand, and Flex costs 0.8x for non-production or asynchronous workloads.
SourceDeepInfra: How does billing scale with spend?
Accounts advance through usage tiers as cumulative payments cross $20, $100, $500, $2,000, and $10,000 thresholds, with invoices generated monthly or at each threshold.
SourceDeepInfra: Is there a limit on concurrent requests?
Yes, accounts are limited to 200 concurrent requests by default, though spending limits can also be configured to prevent unexpected charges.
SourceRelated pages
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