LLMEndpoint

Best Cheap LLM API Providers in 2026

Cost-conscious options to evaluate, with trust and transparency caveats. This shortlist avoids hard rankings where public data is incomplete.

Short answer

Start with Google Gemini, Mistral AI, DeepSeek. Then benchmark them against at least one stronger baseline so token savings do not hide product or operations risk.

ProviderCategorySupported modelsOpenAI-compatibleStarting priceContextTool callingVisionStreamingStatusTrustLinks
Google GeminiOfficial APIsGemini, embedding models, multimodal modelsYesLow-cost flash to premium tiersShort to million-token-class optionsYesYesYesAvailable11/15
Mistral AIOfficial APIsMistral, Mixtral, Codestral, embeddingsYesOpen and premium model tiersShort to long, model basedYesNoYesAvailable11/15
DeepSeekOfficial APIsDeepSeek-V4-Flash, DeepSeek-V4-ProYesLow-cost flash to discounted pro tiers1M context, up to 384K outputYesNoYesAvailable11/15
Together AIInference ProvidersLlama, Qwen, DeepSeek-V4, MistralYesOften competitive for open modelsBroad open-model rangeNoYesYesAvailable11/15
Fireworks AIInference ProvidersLlama, Qwen, DeepSeek-V4, MistralYesCompetitive serverless tiers for open modelsBroad open-model range, model specificNoYesYesAvailable11/15
GroqInference ProvidersLlama, Mixtral, Gemma, Whisper-like speech modelsYesSpeed-oriented model tiersSelected fast-serving model range, model specificYesNoYesAvailable11/15
DeepInfraInference ProvidersLlama, Qwen, DeepSeek-V4, MistralYesOften low for open modelsBroad open-model range, model specificNoYesYesAvailable10/15
OpenRouterLLM API AggregatorsGPT, Claude, Gemini, DeepSeek-V4YesVaries by model routeModel dependent across upstream routesNoYesYesAvailable11/15

How to read this shortlist

This page is meant to save time, not pretend one provider wins for every workload.

Why these providers made the shortlist

  • These providers are common starting points for cheap open-model inference research.
  • They represent different cost-saving paths: broad catalog, fast serving, and marketplace flexibility.
  • They give cost-sensitive teams realistic options without dropping straight into obscure providers.

Why some did not rank higher

  • Cheapest does not always mean best fit once quality and reliability are measured.
  • Some very cheap routes become harder to defend under procurement or trust review.
  • Lower-cost providers can lose rank quickly if eval quality or support turns out weak.

Who should start here

  • Teams with real budget pressure on high-volume workloads.
  • Builders benchmarking cheaper open-model routes against official APIs.
  • Readers who know they must validate savings, not just headline price.

Detailed provider cards

Rankings are intentionally conservative and based on public information, not paid placement.

Official APIs

Google Gemini

Google's Gemini API and AI Studio ecosystem for multimodal models, long context, and Google Cloud integrations.

Models: Gemini, embedding models, multimodal models

multimodal appsLow-cost flash to premium tiersShort to million-token-class options
Yes OpenAI-compatibleTool callingTrust 11/15
Official APIs

Mistral AI

Official Mistral API for commercial and open-weight model families with European AI lab positioning.

Models: Mistral, Mixtral, Codestral

European teamsOpen and premium model tiersShort to long, model based
Yes OpenAI-compatibleTool callingTrust 11/15
Official APIs

DeepSeek

Official DeepSeek API for the DeepSeek-V4 family, with OpenAI and Anthropic compatible formats plus very large context windows.

Models: DeepSeek-V4-Flash, DeepSeek-V4-Pro

cost-effective long-context appsLow-cost flash to discounted pro tiers1M context, up to 384K output
Yes OpenAI-compatibleTool callingTrust 11/15
Inference Providers

Together AI

Inference platform for open models, fine-tuning, dedicated endpoints, and OpenAI-compatible serverless APIs.

Models: Llama, Qwen, DeepSeek-V4

open-source modelsOften competitive for open modelsBroad open-model range
Yes OpenAI-compatibleNo tool calling listedTrust 11/15
Inference Providers

Fireworks AI

Fast inference platform for open models with serverless APIs, fine-tuning, and deployment options.

Models: Llama, Qwen, DeepSeek-V4

low-latency open model appsCompetitive serverless tiers for open modelsBroad open-model range, model specific
Yes OpenAI-compatibleNo tool calling listedTrust 11/15
Inference Providers

Groq

Inference provider known for very fast LPU-backed serving of selected open and partner models.

Models: Llama, Mixtral, Gemma

low-latency chatSpeed-oriented model tiersSelected fast-serving model range, model specific
Yes OpenAI-compatibleTool callingTrust 11/15
Inference Providers

DeepInfra

Serverless inference platform with a broad model catalog and OpenAI-compatible endpoints for many models.

Models: Llama, Qwen, DeepSeek-V4

low-cost open model inferenceOften low for open modelsBroad open-model range, model specific
Yes OpenAI-compatibleNo tool calling listedTrust 10/15
LLM API Aggregators

OpenRouter

Unified API for accessing many models and providers through a routing and marketplace-style interface.

Models: GPT, Claude, Gemini

model comparisonVaries by model routeModel dependent across upstream routes
Yes OpenAI-compatibleNo tool calling listedTrust 11/15

Selection criteria

Model fit, API compatibility, pricing clarity, status page, support channel, documentation quality, and whether provider claims are easy to verify.

Sponsor disclosure

Sponsored listings must be clearly labeled. Sponsorship does not affect transparency checklist results.

FAQ

How were these best cheap llm api providers selected?

The shortlist uses public provider information, category fit, API capabilities, pricing clarity, and transparency signals.

Are sponsored providers ranked higher?

No. Sponsored content must be labeled and does not change checklist results.

Should I choose the cheapest provider?

Only after testing quality, latency, rate limits, support, and data handling for your use case.