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DeepInfra

Hacker Approved

Ranked 2 of 14 inference providers by recommenders

Recommended for cheap, fast access to many open-source models through an OpenAI-compatible API. Critics say it quantizes some models and sometimes runs them worse.

Recommended for cheap, fast access to many open-source models through an OpenAI-compatible API. Critics say it quantizes some models and sometimes runs them worse.

47 people gave an opinion

recommend it
36
criticize it
11
approval share
77%
Each figure is one person. RecommendsCriticizes

Recommended in 11 of 13 months

  1. November 2025: not recommended
  2. December 2025: recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: recommended
  6. April 2026: recommended
  7. May 2026: recommended
  8. June 2026: recommended
  9. July 2026: recommended
  10. August 2026: recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. November 2026: not recommended (month in progress)

Why it carries the badge

  • 36 people recommend itNeeds 10 or more, met.
  • 3.3 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 11 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Cheap prices for open models

    “offer a wide range of models like gpt oss that are very capable and far cheaper than the models from big 3.”

    Comment from 7 Jun 2026 in “The OnlyFans Economy of American AI”

    “I use GLM 4.7 with DeepInfra.com and it's extremely reasonable, though maybe a bit on the slower side.”

    Comment from 20 Jan 2026 in “GLM-4.7-Flash”

    “run the same open models for far cheaper and faster than you could ever build out at home”

    Comment from 22 Dec 2025 on Hacker News
  • Wide range of open models

    “offer a wide range of models like gpt oss that are very capable and far cheaper than the models from big 3.”

    Comment from 7 Jun 2026 in “The OnlyFans Economy of American AI”

    “try Fireworks AI or DeepInfra who do support more recent models”

    Comment from 3 Aug 2026 in “Qwen3.8-Max: A New Bar for Coding and Cowork”

    “because they host open-source models that are good.”

    Comment from 2 Apr 2026 in “Qwen3.6-Plus: Towards Real World Agents”
  • Fast throughput on most models

    “I'm very happy with Deepinfra. Less model coverage, but good prices and quite fast.”

    Comment from 14 Sep 2026 in “Big AI sets out its terms for regulatory capture”

    “the prices are decent for US-based deployments and there's acceptable throughput”

    Comment from 7 Jul 2026 in “AI: The ROI Runway Could Be Long Outside the Tech Sector”

    “I pretty reliably get 200 tokens per second on deep infra.”

    Comment from 26 Oct 2026 in “OpenAI and Anthropic cut their LLM prices by up to 80% within a few months. Why?”
  • US-based with good terms

    “the prices are decent for US-based deployments and there's acceptable throughput”

    Comment from 7 Jul 2026 in “AI: The ROI Runway Could Be Long Outside the Tech Sector”

    “Their whole catalogue is openai compat. US based.”

    Comment from 31 Jul 2026 in “DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis”

    “DeepInfra has excellent terms of service too!”

    Comment from 28 Aug 2026 in “GLM-5.3 is now open-weight”

What people warn about

Each mark is one comment

  • Quantized models, possibly lower quality

    “Some of them more heavily quantize their models (deepinfra) so take that into your workload considerations.”

    Comment from 17 Oct 2026 in “DeepSeek-v4.1-Flash-1017”

    “it's at FP4 quant. How much that effects the quality of inference for GLM, I can't say.”

    Comment from 21 Jul 2026 in “Kimi K3, Qwen 3.8, and Anthropic's (Potential) Unravelling”

    “has a bad history of quantizing models”

    Comment from 9 Oct 2026 in “Why isn't the industry freaking out about DeepSeek 4.1 Flash?”
  • Does not preserve model thinking

    “Deepinfra's implementation of it is not correct. Thinking is not preserved, and they're not responding to my submitted issue about it.”

    Comment from 20 Apr 2026 in “Qwen3.6-Max-Preview: Smarter, Sharper, Still Evolving”

    “Deepinfra for example is not preserving thinking correctly for GLM5.1”

    Comment from 20 Apr 2026 in “Kimi K2.6: Advancing Open-Source Coding”
  • Slower than some providers

    “I use GLM 4.7 with DeepInfra.com and it's extremely reasonable, though maybe a bit on the slower side.”

    Comment from 20 Jan 2026 in “GLM-4.7-Flash”

    “deepinfra.com is cheaper for that but its noticeably slower”

    Comment from 23 Oct 2026 in “Kimi K3.1 scores 55 on Artificial Analysis, placed on the Pareto line”
  • Weak cache hit rate and pricing

    “their cache hit rate is 67%. In comparison the provider with the highest hit rate is at 95%.”

    Comment from 28 Aug 2026 in “GLM-5.3 is now open-weight”

    “DeepInfra's Cache Read is 6.5 times more expensive than DeepSeek.”

    Comment from 3 Aug 2026 in “Qwen3.8-Max: A New Bar for Coding and Cowork”

Other inference providers people recommend

The four most recommended other inference providers, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

DeepInfra compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Fireworks AI671978%11—Approved
DeepInfraThis page361177%11—Approved
Together AI20774%9—Approved
fal.ai19773%8—Approved
Neuralwatt18195%7—Approved
See all 14 inference providers, ranked

What people said

40 of the 64 comments that mention it, newest first. Each links to the original comment.

“The same model via Deepinfra and open router (despite setting routing to "exact") was far worse.”

CriticizesComment from 27 Oct 2026 in “Root shell on Samsung TV”

“I pretty reliably get 200 tokens per second on deep infra.”

RecommendsComment from 26 Oct 2026 in “OpenAI and Anthropic cut their LLM prices by up to 80% within a few months. Why?”

“deepinfra.com is cheaper for that but its noticeably slower”

MixedComment from 23 Oct 2026 in “Kimi K3.1 scores 55 on Artificial Analysis, placed on the Pareto line”

“DeepSeek's fork of that will surely improve the self hosting landscape”

MixedComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“Deepseek just gave every third-party inference provider a more efficient stack for free.”

RecommendsComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“a reference implementation of some of DeepSeek's own hard-won inference serving techniques”

RecommendsComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“Less efficiently, I'm sure, but on much broader hardware”

MixedComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“I feel the KV cache system is basically a must for any serious inference hosting”

RecommendsComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“has huge implications in the global AI hardware market”

RecommendsComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“If that's the thing that makes $0.00X cached inputs possible, then this is huge!”

RecommendsComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“It's releasing open source code. This is a good thing for the world”

RecommendsComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“Based on this framework, we have achieved high-throughput, low-latency large-scale inference services”

RecommendsComment from 20 Oct 2026 in “DeepInfer: High-performance inference framework for DeepSeek models”

“Some of them more heavily quantize their models (deepinfra) so take that into your workload considerations.”

MixedComment from 17 Oct 2026 in “DeepSeek-v4.1-Flash-1017”

“has a bad history of quantizing models”

MixedComment from 9 Oct 2026 in “Why isn't the industry freaking out about DeepSeek 4.1 Flash?”

“It is one of my three pinned providers for deepseek v4 flash along with Parasail and Deepinfra.”

RecommendsComment from 27 Sep 2026 in “Ember-1”

“simply because deepinfra.com is so cheap”

RecommendsComment from 21 Sep 2026 in “MiMo v2.6”

“It's pretty amazing what it can do for what it costs at deepinfra.com”

RecommendsComment from 21 Sep 2026 in “MiMo v2.6”

“I'm very happy with Deepinfra. Less model coverage, but good prices and quite fast.”

RecommendsComment from 14 Sep 2026 in “Big AI sets out its terms for regulatory capture”

“DeepInfra has excellent terms of service too!”

RecommendsComment from 28 Aug 2026 in “GLM-5.3 is now open-weight”

“their cache hit rate is 67%. In comparison the provider with the highest hit rate is at 95%.”

CriticizesComment from 28 Aug 2026 in “GLM-5.3 is now open-weight”

“being the first 3rd party provider for it on OpenRouter”

RecommendsComment from 28 Aug 2026 in “GLM-5.3 is now open-weight”

“discounted on flex pricing on deepinfra.com”

RecommendsComment from 20 Aug 2026 in “Clean up Claude 5's token vomit with a separate LLM”

“Deepinfra is US based and has ZDR FYI.”

RecommendsComment from 18 Aug 2026 in “GPT-5.6 Sol Pricing Cut by 50%”

“try Fireworks AI or DeepInfra who do support more recent models”

RecommendsComment from 3 Aug 2026 in “Qwen3.8-Max: A New Bar for Coding and Cowork”

“DeepInfra's Cache Read is 6.5 times more expensive than DeepSeek.”

CriticizesComment from 3 Aug 2026 in “Qwen3.8-Max: A New Bar for Coding and Cowork”

“Their whole catalogue is openai compat. US based.”

RecommendsComment from 31 Jul 2026 in “DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis”

“it's at FP4 quant. How much that effects the quality of inference for GLM, I can't say.”

MixedComment from 21 Jul 2026 in “Kimi K3, Qwen 3.8, and Anthropic's (Potential) Unravelling”

“the prices are decent for US-based deployments and there's acceptable throughput”

RecommendsComment from 7 Jul 2026 in “AI: The ROI Runway Could Be Long Outside the Tech Sector”

“models from Kimi/Gemma/DeepSeek, via DeepInfra”

RecommendsComment from 15 Jun 2026 in “Ask HN: Show your AI coded games [June 2026]”

“offer a wide range of models like gpt oss that are very capable and far cheaper than the models from big 3.”

RecommendsComment from 7 Jun 2026 in “The OnlyFans Economy of American AI”

“Run Deepseek on Deepinfra then? Or Fireworks if US-based is important.”

RecommendsComment from 27 May 2026 in “I think Anthropic and OpenAI have found product-market fit”

“there is special mark for Data Retention for each provider”

RecommendsComment from 24 May 2026 in “DeepSeek makes the V4 Pro price discount permanent”

“Deepinfra for example is not preserving thinking correctly for GLM5.1”

CriticizesComment from 20 Apr 2026 in “Kimi K2.6: Advancing Open-Source Coding”

“Deepinfra's implementation of it is not correct. Thinking is not preserved, and they're not responding to my submitted issue about it.”

CriticizesComment from 20 Apr 2026 in “Qwen3.6-Max-Preview: Smarter, Sharper, Still Evolving”

“they host open-source models that are good”

RecommendsComment from 2 Apr 2026 in “Qwen3.6-Plus: Towards Real World Agents”

“because they host open-source models that are good.”

RecommendsComment from 2 Apr 2026 in “Qwen3.6-Plus: Towards Real World Agents”

“MiniMax where DeepInfra and Together are much cheaper”

RecommendsComment from 12 Mar 2026 in “IonRouter (YC W26) – High throughput, low cost inference”

“This is a model you use via a cheap API provider like DeepInfra”

RecommendsComment from 11 Feb 2026 in “GLM5 Released on Z.ai Platform”

“I use GLM 4.7 with DeepInfra.com and it's extremely reasonable, though maybe a bit on the slower side.”

RecommendsComment from 20 Jan 2026 in “GLM-4.7-Flash”

“run the same open models for far cheaper and faster than you could ever build out at home”

RecommendsComment from 22 Dec 2025 on Hacker News

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.