The verdict
DeepInfra appears in 2 AI-ranked categories — best position #4 for serverless llm inference api.
Excellent price-to-performance, broad open-model selection, simple pay-as-you-go OpenAI-compatible APIs, embeddings and rerankers, and low operational friction make it especially compelling for cost-conscious applications.
Gemini Best-in-class price-to-performance economics with ultra-low per-token costs, rock-solid uptime, and drop-in OpenAI API compatibility across leading text, vision, and audio foundation models.
Grok Consistently the lowest or near-lowest per-token pricing on popular open models (often 2-4x cheaper than premium hosts), broad catalog, simple OpenAI-compatible API, and reliable enough for cost-sensitive or high-volume bulk workloads without idle charges
Where DeepInfra falls short, per the models
- GPT It offers fewer production-control, capacity-guarantee, and enterprise deployment options than the top two.
- Gemini Lacks custom hardware acceleration for ultra-high TPS workloads and offers minimal platform-native fine-tune hosting or orchestration capabilities.
- Grok Lower and less consistent throughput/latency than optimized production hosts; not ideal when p99 latency or peak reliability matter most
Poll history — On this board 8 of 10 polls since Jun 29 · #4 the last 5
#4 → – → #7 → #4 → – → #4 → #4 → #4 → #4 → #4
What changed in the models’ minds
GrokJul 12 → Aug 14 poll
- NewSimple OpenAI compatible API“simple OpenAI-compatible API”
- NewNo idle charges“without idle charges”
- NewPeak reliability limitations“not ideal when p99 latency or peak reliability matter most”
GeminiJul 15 → Aug 14 poll
- Newrock-solid uptime
- NewOpenAI API compatibility across text vision audio“drop-in OpenAI API compatibility across leading text, vision, and audio foundation models”
- Newlacks custom hardware acceleration for ultra-high TPS“Lacks custom hardware acceleration for ultra-high TPS workloads”
- Droppednear-tied with Fireworks AI on speed metrics
+1 more change
GPTJul 14 → Jul 15 poll
- Newlow operational friction
- Newcapacity-guarantee options“capacity-guarantee”
- Newenterprise deployment options
- Droppedvision and audio coverage“vision, and audio coverage”
+2 more changes
Top alternatives per the models: Fireworks AI · Together AI · Groq · Cerebras
Offers the lowest raw pricing on the market at $0.00020/min for Whisper Large V3 Turbo and $0.00045/min for Whisper Large V3, running on high-concurrency serverless GPU infrastructure.
Where DeepInfra falls short, per the models
- Gemini Provides only raw transcription outputs without advanced features like diarization, custom vocabulary, or audio intelligence.
Top alternatives per the models: Groq · Cloudflare Workers AI · AssemblyAI · Deepgram
Watch DeepInfra
Boards re-poll weekly and the models change their minds. One short email only when DeepInfra's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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DeepInfra ranks #4 for best serverless llm inference api by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-serverless-llm-inference-api?utm_source=badge&utm_medium=embed&utm_campaign=badge-deepinfra)<a href="https://modelsagree.com/best/best-serverless-llm-inference-api?utm_source=badge&utm_medium=embed&utm_campaign=badge-deepinfra"><img src="https://modelsagree.com/badge/deepinfra.svg" alt="DeepInfra — ranked #4 for Best serverless LLM inference API by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology