DeepInfravs
Fireworks AI
Fireworks AI: Both host open-source models for pay-per-token inference at competitive pricing.
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Overview
DeepInfra is a cloud inference platform that hosts over 100 open-source machine learning models, including large language models, speech recognition, and image generation systems. It runs on proprietary inference-optimized hardware in US-based data centers, offers context windows up to 1 million tokens on select models, and bills per token with no long-term contracts. DeepInfra also offers DeepCluster, dedicated GPU clusters for teams needing reserved capacity, and maintains SOC 2 and ISO 27001 certification with a zero data retention policy.
The honest half
Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about DeepInfra.
Cross-shopped
Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.
Fireworks AI: Both host open-source models for pay-per-token inference at competitive pricing.
Anyscale: Both provide GPU-backed compute for AI workloads, with Anyscale focused more on distributed training.
Together AI: Together AI similarly offers pay-per-token hosting of open-source LLMs as an alternative to self-managed GPU infrastructure.
Pricing
Taken from the vendor's own pricing page. Prices move, so check before you buy.
Pay-as-you-go
On request
DeepCluster
$1.98 /mo
Capabilities
Open model hosting
Serves 100+ open-source models including DeepSeek, Qwen, and Kimi variants
Pay-per-token pricing
Transparent per-million-token pricing with no minimum commitment
Long context support
Up to 1 million token context windows on select models
DeepCluster
Dedicated NVIDIA GPU clusters for reserved, high-volume workloads
Zero retention policy
Inputs and outputs are not retained after processing
Real-time metrics
Tracks tokens per second, latency, and throughput per request
Answered, with sources
Each answer names the page it came from, so you can check it rather than take our word for it.
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.
SourceLanguage 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.
SourceStandard 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.
SourceAccounts 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.
SourceYes, accounts are limited to 200 concurrent requests by default, though spending limits can also be configured to prevent unexpected charges.
SourceBehind it
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