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How Much Does AI Cost?

Pricing pages show the rate. These guides show the whole cost — plans, hidden usage, and what autonomous agents add to the bill.

How Much Does Claude Code Cost?

Claude Code is included with Claude subscriptions, but the real cost is usage — long agentic sessions burn tokens fast. Here's what to budget and how to control it.

How Much Does GitHub Copilot Cost?

GitHub Copilot is sold per seat with monthly plans. The pricing is simple; the hidden cost is what your AI-enabled engineers do with the tool.

How Much Does Cursor Cost?

Cursor is per-seat monthly with usage-based AI features. The seat price is public; the usage bill is where teams get surprised.

How Much Does AWS Bedrock Cost?

Bedrock bills per token by model — and the bill depends entirely on which models your agents call and how many times. Here's the structure and how to control it.

How Much Does the DeepSeek API Cost?

DeepSeek's API is known for low per-token prices — which makes it popular for agent fleets. Low price × high volume is still a real bill.

How Much Does the Gemini API Cost?

Gemini pricing spans a wide range — from a generous free tier to premium models. The range is exactly where agent bills get decided.

Anthropic Api Cost

Pricing breakdown.

Langsmith Pricing

Pricing breakdown.

Openai Api Cost

Pricing breakdown.

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One API call (or MCP tool) in front of every agent transaction — APPROVED, BLOCKED, or FLAGGED, deterministic, ~5 ms, fully logged.

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API pricing

How Much Does the OpenRouter API Cost?

OpenRouter gives you one API to many models — and one bill. The cost is whatever the underlying models cost, plus the convenience of a single integration.

How Much Does the Perplexity API Cost?

Perplexity's API gives agents grounded search answers. The cost is per-request with model-dependent pricing — and search-happy agents generate requests.

How Much Does the Grok API Cost?

Grok's API is priced per token like other frontier APIs. For agents, the bill is rate × volume — with the usual loop risks.

How Much Does the Mistral API Cost?

Mistral's API is per-token, with competitive rates and a range of model sizes. For agent fleets, model choice is the first lever.

Subscriptions & plans

How Much Does ChatGPT Cost?

ChatGPT has a free tier and several paid plans. The subscription is simple — the surprise is everything your AI usage adds beyond it.

How Much Does Claude Pro Cost?

Claude's consumer plans are per-month with usage allotments — and Claude Code rides on top, which changes the bill math for developers.

How Much Does Google Gemini Cost?

Google's consumer AI plans are per-month with a free tier — and Google Workspace bundles change the math for businesses.

How Much Does Perplexity Cost?

Perplexity's consumer plans are per-month with a free tier — and its API is a separate, per-request bill that research agents drive hard.

Voice & meetings

How Much Does Vapi Cost?

Vapi bills per minute of telephony plus the LLM tokens each call consumes. The per-minute rate is the visible price; the tokens are where the bill escapes.

How Much Does Retell Cost?

Retell bills per minute for voice agents with LLM tokens on top. Predictable per call — unless calls loop.

How Much Does Fireflies Cost?

Fireflies is per-seat with AI credits. The seat price is predictable; the AI-credit burn is the variable.

API pricing

How Much Does the Groq API Cost?

Groq is known for speed — LPU inference with per-token pricing. For agents, speed at volume is still a bill.

How Much Does the Cohere API Cost?

Cohere's API is per-token with an enterprise focus — RAG, classification, and generation models. The bill follows volume.

Inference providers

How Much Does the Fireworks AI API Cost?

Fireworks sells fast inference with per-token pricing. Speed at volume is still a bill — and fast models invite more calls.

How Much Does Baseten Cost?

Baseten deploys open-source models as APIs with per-token or per-minute pricing. The bill follows your deployment and volume.

How Much Does the Together AI API Cost?

Together AI serves open models with per-token pricing. The bill follows volume — and agentic volume is exactly what needs gating.

The big API costs

How Much Does the Claude API Cost?

The Claude API is priced per token, with different models for different jobs. For agents, the bill is rate × volume — and agentic volume is the multiplier nobody plans for.

How Much Does the GPT API Cost?

GPT models are priced per token, with reasoning models costing more per output. Agents burn tokens fast — the bill is rate × volume, and volume is the story.

Provider costs

How Much Does Azure OpenAI Cost?

Azure OpenAI is OpenAI's models served through Azure — per-token pricing with enterprise features. For agents, the bill is rate × volume, with Azure's own usage costs layered on.

How Much Does Ollama Cost?

Ollama is free software — the cost is the hardware, the power, and the time. Local inference trades token bills for a different ledger.

How Much Does AWS Bedrock Cost?

Bedrock bills per token by model, with AWS usage costs on top. The platform makes model access easy; the bill still follows volume.

How Much Does Google Vertex AI Cost?

Vertex AI bills per token for Gemini plus GCP usage. The platform is powerful; the bill is still rate × volume.

Local serving

How Much Does vLLM Cost?

vLLM is free software — the cost is the GPU, the power, and the engineering. Self-served inference trades token bills for a different ledger.

xAI

How Much Does the xAI API Cost?

xAI's API is per token by Grok model. Grok is fast — and fast models invite volume. The bill is rate × volume.

NIM & Llama

How Much Does NVIDIA NIM Cost?

NVIDIA NIM serves optimized model microservices — priced per token (or self-hosted on your GPUs). For agents, the bill is rate × volume like any API.

How Much Does the Llama API Cost?

Llama models are open weights — you pay whoever serves them: Together, Fireworks, Groq, Bedrock, or your own GPUs. The bill is rate × volume.

Voice & audio

How Much Does ElevenLabs Cost?

ElevenLabs bills per character of generated speech (plus credits for advanced models). For voice agents, the bill is characters × volume.

How Much Does Deepgram Cost?

Deepgram bills per audio minute for transcription and per request for speech features. Voice agents transcribe every call — minutes add up.

How Much Does the OpenAI Realtime API Cost?

The Realtime API bills audio tokens — more expensive per token than text. Voice agents on Realtime feel it fast.

Image & memory

How Much Does the DALL-E API Cost?

DALL-E bills per image, with price scaling by quality and size. For agents generating images at volume, per-image × volume is the bill.

How Much Does Midjourney Cost?

Midjourney sells subscriptions with monthly image allotments — and fast modes burn them faster. Agents with Midjourney access need per-month budgets.

How Much Does the Stable Diffusion API Cost?

Stable Diffusion is open weights — you pay whoever serves it: Replicate, fal.ai, or your own GPUs. Per-image rate × volume.

How Much Does a Vector Database Cost?

Vector databases bill by index size, queries, and compute — or by your own infrastructure. For RAG agents, it's a real line item.

How Much Does Agent Memory Cost?

Agent memory is context per turn, vector storage, and persistence — a recurring cost that grows with every session.