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DeepInfra vs Alibaba Cloud

DeepInfra logo

DeepInfra

Software

Low-cost cloud API for running open-source AI models

From
$0.08/month
Rated
-
Full reviewWebsite
Alibaba Cloud logo

Alibaba Cloud

Software

Asia's leading cloud computing provider

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Alibaba Cloud 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.; Alibaba Cloud technical support is a separate subscription, from $19.99 a month for Developer up to $8,000 a month for Enterprise, with only Basic included
  • They diverge on capability: DeepInfra covers Open model hosting, Alibaba Cloud covers Elastic Compute Service.

Where they differ

Only the attributes on which DeepInfra and Alibaba Cloud actually diverge.

Attributes where DeepInfra and Alibaba Cloud differ
AttributeDeepInfraAlibaba Cloud
Starting price$0.08/monthFree
Free tierNoYes
Platformsweb, apiLinux, Windows, Api, Cli
FoundedUnknown2009

Identical on both: pricing model (usage-based), user rating (Not yet rated), category (Unknown).

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 Alibaba Cloud

  • Elastic Compute Service
  • Object Storage Service
  • RDS Database
  • MaxCompute
  • Function Compute
  • CDN
  • Load Balancer
  • API Gateway

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 Alibaba Cloud
  • Serving speech and image generation models via APInot Alibaba Cloud
  • Cost-sensitive production inference at scalenot Alibaba Cloud
  • Reserved GPU capacity via DeepCluster for steady workloadsnot Alibaba Cloud

Alibaba Cloud

  • Cloud compute and storage with a strong footprint in China and Asia Pacificnot DeepInfra
  • Pay-as-you-go infrastructure without upfront commitmentnot DeepInfra
  • Committed-use discounts through savings plans for steady workloadsnot DeepInfra
  • CDN and data transfer packages for content deliverynot 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.

Alibaba Cloud

  • Technical support is a separate subscription, from $19.99 a month for Developer up to $8,000 a month for Enterprise, with only Basic included
  • Service prices are not shown as a rate card and route through a calculator or sales
  • Committed discounts require savings plans, reserved instances or capacity packages rather than being automatic

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

Alibaba Cloud

Free
  • Free TrialFree
    • Free tier credits
    • ECS instances
    • Cloud storage
  • Pay-as-You-GoFree
    • Flexible billing
    • No commitments
    • Global reach

Which should you pick?

Choose DeepInfra if

  • You need open model hosting.
  • You work on web, api.
  • You also want pay-per-token pricing.
DeepInfra review

Choose Alibaba Cloud if

  • You need elastic compute service.
  • You want to start without paying.
  • You work on Linux, Windows, Api, Cli.
  • You also want object storage service.
Alibaba Cloud review

Questions people ask

Is DeepInfra or Alibaba Cloud better?
Neither clearly leads. DeepInfra starts at $0.08/month and Alibaba Cloud at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, DeepInfra or Alibaba Cloud?
Alibaba Cloud has a free tier; the other does not. Paid plans start at $0.08/month for DeepInfra and Free for Alibaba Cloud.
Does DeepInfra or Alibaba Cloud run on more platforms?
DeepInfra runs on web, api. Alibaba Cloud runs on Linux, Windows, Api, Cli.
Can I use Alibaba Cloud for free?
Yes. Alibaba Cloud 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 Alibaba Cloud is typically brought in for.
What can DeepInfra do that Alibaba Cloud cannot?
DeepInfra covers Open model hosting, Pay-per-token pricing, Long context support, DeepCluster. Alibaba Cloud covers Elastic Compute Service, Object Storage Service, RDS Database, MaxCompute.

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.

Source
DeepInfra: 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.

Source
DeepInfra: 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.

Source
DeepInfra: 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.

Source
DeepInfra: 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.

Source
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