shouldiuse.io

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Should I Use DeepInfra?

deepinfra.com·Analyzed 22 hours ago··Based on 11 sources

Cost-effective, scalable, production-ready ML model inference and infrastructure.

Depends

Depends

Buy if you're a developer serving open-source models via API and want the lowest per-token price.

Cheapest API for open-source LLMs with solid security certs — but expect quantization trade-offs and volatile pricing.

Confidence: Medium

$107M

Funding

Series B, May 2026

$0.02

Cheapest model

starting per-token rate

5T+

Scale

tokens served weekly

0.51s

Speed (vendor-claimed)

TTFT for GLM-4.6

Value for money4

Repeatedly cited as cheapest; some call pricing unstable

Ease of use3

Simple API, but third-party integration breakage reported

Feature depth4

Huge open-model catalog plus dedicated GPU option

Security posture4

SOC 2, ISO 27001, no-retention inference policy

Pros

  • Among the cheapest per-token providers for open models³
  • Very large open-model catalog behind one API
  • SOC 2 and ISO 27001 certified with public trust center¹
  • States inference API requests are not stored⁹
  • Fast first tokens claimed

Cons

  • Named among providers serving quantized (fp4) models⁴
  • Users report highly unstable pricing⁵
  • Some users describe the service as a scam; billing distrust⁸
  • Called underperforming-tier GPU cloud in 2026 review⁶

Gotchas

  • highServed models may be quantized, reducing quality vs official weights⁴
  • mediumPrices vary up to 55x across models — benchmark your exact model first⁷
  • mediumPricing reported unstable; recheck rates before budgeting⁵
  • mediumThird-party integrations have reported breakage

Best for

  • Developers shipping open-source LLM APIs
  • Cost-sensitive chat and embedding workloads
  • Teams avoiding GPU ops entirely
  • Multi-model routing setups

Not for

  • Anyone needing first-party model quality guarantees
  • Buyers wanting predictable, stable monthly bills
  • Non-technical teams expecting a finished app
  • Mission-critical products needing deep support SLAs

Pricing

Pay-per-token API

From $0.02

  • Cheapest models start at $0.02
  • DeepSeek-class models listed around $1
  • Rates vary sharply by model

Dedicated GPUs

Not disclosed

  • Reserved hardware for production scale
  • For teams wanting dedicated capacity

Security

No known public vulnerabilities found in the sources reviewed.

What users say

Users praise the aggressive pricing and model selection, but some report quantization downgrades, unstable pricing, and billing distrust.

“deepinfra is killing it currently on price”
— Reddit, r/DeepSeek
“I felt like being scammed by deepinfra”
— Reddit, r/GithubCopilot
“Deepinfra and Baseten are fp4”
— Reddit, r/LocalLLaMA

Alternatives

Compare DeepInfra with each alternative.

Together AI

Similar open-model API with a stronger enterprise focus

Replicate

Simpler model hosting, friendlier for smaller projects

Full analysis

Based on 20+ public sources: Reddit threads, third-party reviews, official docs, and funding news.

Sources

  1. DeepInfra official sitedeepinfra.com
    official
  2. DeepInfra lands $107M Series Bsiliconangle.com
    news
  3. Reddit r/DeepSeek provider threadreddit.com
    review
  4. Reddit r/LocalLLaMA quantization threadreddit.com
    review
  5. Deep Infra user reviewssourceforge.net
    review
  6. ClusterMax GPU cloud reviewclustermax.ai
    review
  7. Artificial Analysis provider profileartificialanalysis.ai
    review
  8. Medium cost comparison postmedium.com
    review
  9. DeepInfra data privacy docsdocs.deepinfra.com
    official
  10. DeepInfra Trust Centertrust.deepinfra.com
    security
  11. Requesty model pricing datarequesty.ai
    review

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