Cloud · head to head
AWS (Amazon Web Services) vs DeepInfra

DeepInfra
Cloud
Low-cost cloud API for running open-source AI models
- From
- $0.08/month
- Rated
- -
The short version
- Only AWS (Amazon Web Services) has a free tier, so it costs nothing to try first.
- Each has a real cost: AWS (Amazon Web Services) data transfer in is free and data transfer out is charged, which is the standard source of unexpected bills; DeepInfra focuses on inference hosting rather than fine-tuning or full training pipelines that competitors like Fireworks AI offer.
- They diverge on capability: AWS (Amazon Web Services) covers EC2 - Virtual Servers, DeepInfra covers Open model hosting.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which AWS (Amazon Web Services) and DeepInfra actually diverge.
| Attribute | AWS (Amazon Web Services) | DeepInfra |
|---|---|---|
| Starting price | Free | $0.08/month |
| Free tier | Yes | No |
| Platforms | Web, Api, Cli, Mobile | web, api |
| Founded | 2006 | Unknown |
Identical on both: pricing model (usage-based), user rating (Not yet rated), category (Cloud).
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 AWS (Amazon Web Services)
- EC2 - Virtual Servers
- S3 - Object Storage
- RDS - Managed Database
- Lambda - Serverless Computing
- CloudFront - CDN
- VPC - Virtual Network
- IAM - Access Management
- CloudWatch - Monitoring
Only in DeepInfra
- Open model hosting
- Pay-per-token pricing
- Long context support
- DeepCluster
- Zero retention policy
- Real-time metrics
What people use each for
The jobs each tool is most often brought in to do.
AWS (Amazon Web Services)
- Web hostingnot DeepInfra
- Data storagenot DeepInfra
- Machine learningnot DeepInfra
- Big data analyticsnot DeepInfra
- Application developmentnot DeepInfra
DeepInfra
- Running open-source LLM inference without managing GPUsnot AWS (Amazon Web Services)
- Serving speech and image generation models via APInot AWS (Amazon Web Services)
- Cost-sensitive production inference at scalenot AWS (Amazon Web Services)
- Reserved GPU capacity via DeepCluster for steady workloadsnot AWS (Amazon Web Services)
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
AWS (Amazon Web Services)
- Data transfer in is free and data transfer out is charged, which is the standard source of unexpected bills
- Discounts require one or three year Savings Plan commitments rather than being automatic
- Every service is priced separately, so a working architecture has no single published cost
- The free tier is a promotional allowance rather than an ongoing free plan
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.
Pricing, plan by plan
AWS (Amazon Web Services)
Free- AWS Free TierFree
- EC2 750 hours/month
- 5GB S3 storage
- 20GB data transfer
- Pay-As-You-GoFree
- No upfront payment
- No long-term commitments
- Pay only for what you use
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
Which should you pick?
Choose AWS (Amazon Web Services) if
- You need ec2 - virtual servers.
- You want to start without paying.
- You work on Web, Api, Cli, Mobile.
- You also want s3 - object storage.
Choose DeepInfra if
- You need open model hosting.
- You work on web, api.
- You also want pay-per-token pricing.
Questions people ask
- Is AWS (Amazon Web Services) or DeepInfra better?
- Neither clearly leads. AWS (Amazon Web Services) starts at Free and DeepInfra at $0.08/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, AWS (Amazon Web Services) or DeepInfra?
- AWS (Amazon Web Services) has a free tier; the other does not. Paid plans start at Free for AWS (Amazon Web Services) and $0.08/month for DeepInfra.
- Does AWS (Amazon Web Services) or DeepInfra run on more platforms?
- AWS (Amazon Web Services) runs on Web, Api, Cli, Mobile. DeepInfra runs on web, api.
- Can I use AWS (Amazon Web Services) for free?
- Yes. AWS (Amazon Web Services) has a free tier, so you can try it without paying. DeepInfra starts at $0.08/month.
- What is AWS (Amazon Web Services) best used for?
- AWS (Amazon Web Services) is most often used for web hosting, data storage, machine learning, big data analytics. Of those, web hosting and data storage are not what DeepInfra is typically brought in for.
- What can AWS (Amazon Web Services) do that DeepInfra cannot?
- AWS (Amazon Web Services) covers EC2 - Virtual Servers, S3 - Object Storage, RDS - Managed Database, Lambda - Serverless Computing. DeepInfra covers Open model hosting, Pay-per-token pricing, Long context support, DeepCluster.
Answered from the vendors’ own pages
AWS (Amazon Web Services): What are AWS's payment options and pricing models?
AWS offers four pricing approaches: pay-as-you-go (you pay only for what you use), flat-rate plans combining multiple services into one monthly price without overages, Savings Plans offering discounts on compute and machine learning with 1- or 3-year commitments, and volume-based tiered pricing where costs decrease as usage increases.
SourceDeepInfra: 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.
SourceAWS (Amazon Web Services): Are there contracts, termination fees, or commitments required for AWS?
No long-term contracts are required for AWS services. No termination fees apply once you stop using the service. Savings Plans provide optional 1- or 3-year commitments with discounted hourly rates, but you can revert to pay-as-you-go pricing anytime.
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.
SourceAWS (Amazon Web Services): Does AWS offer a free tier?
AWS provides a free tier that offers hands-on experience with AWS products at no charge. The free tier allows new customers to try eligible services before committing to paid usage.
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.
SourceAWS (Amazon Web Services): How do I estimate my AWS costs?
AWS provides the AWS Pricing Calculator and Cost Explorer tool to estimate costs for single or multiple services. AWS also offers cost optimization recommendations, performance reporting, and budget alerts to help track and control spending.
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
More on AWS (Amazon Web Services)
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