# Pricing — Hanzo AI

> Start free on our free models with a daily limit. Paid plans open the best models, raise the limits and add real compute. Business is per user with a two seat minimum; Enterprise is custom.

Simple & Transparent

# Pricing

Pay for what the agents use. One plan per organization, then metered per call for what the agents consume. No per-seat fee. Nothing at all for a machine that is sitting still.

Most Popular

### Plan

One plan per organization, then billed for what the agents consume.

$19.00per month, per organization

- No per-seat fee, however many people use the organization.
- Usage metered per tier, booked in integer micro-USD
- MCP, SDK and CLI — $0

[Start — $19.00 / month](https://pay.hanzo.ai/?plan=dev#pricing)

### Budgeted

Every agent carries a budget. Model calls and renders are quoted before they run, so anything that would breach it is refused rather than discovered on an invoice.

You set the ceiling

- A cap per period and a cap per task
- A render with no headroom is refused, not run
- A failed job is not billed and its hold comes back
- Compute and web calls meter after the fact, on the ledger either way

[How budgets work](https://docs.hanzo.ai)

### Custom

Committed volume, procurement, or anything the meter does not cover.

Talk to us

- Committed-volume pricing
- Invoicing and PO terms
- A monthly allowance arranged against your account
- Security review and DPA

[Contact sales](https://hanzo.ai/contact/sales)

### What a bill is made of

Four components, each on your spend breakdown under its own name. Two are quoted before they run; two are metered from what they used.

### Model inference

per token, five tiersQuoted before it runs

Input, cached reads, cache writes, output and reasoning are metered as five disjoint tiers, at the tariff for the completion window the request asked for.inputcache_readcache_writeoutputreasoning

### Computer

per second, while runningQuoted before it runs

vCPU and memory on what the machine was given. Nothing to create one, nothing while it sleeps, and the boot disk is inside the allowance — so a computer waiting between turns meters nothing.

### Web tools

per callMetered from what it used

Priced from what the provider charged, so a web call is booked after it runs. A fetch the domain policy refuses is stopped before the request and costs nothing.

### Media generation

what the job costMetered from what it used

Billed once per finished job at its real cost; a render cannot be quoted before it runs, so it is admitted against the headroom under the agent's per-task cap instead. A job that fails is not billed.

### The rates

Every rate here is the price you pay — the number the ledger books and the number your spend breakdown reports.

Rate

Computer · vCPU

$0.0504/hr$0.000014/second

Charged by the second, while running.

Computer · memory

$0.0162/GiB-hr$0.0000045/GiB-second

Charged by the second, on the memory the machine was given.

Computer · paused

$0

No vCPU, no memory, no storage.

Computer · created

$0

There is no creation fee.

web_search

$0.002158/call

One query, up to ten results.

web_fetch

$0.001079/call

One page read as text.

MCP, SDK and CLI

$0

The interfaces are not metered.

Seats

$0

No per-seat fee, however many people use the organization.

### The completion window is the biggest lever

The same model at a different window is a different price, chosen per request. Pay the interactive tariff only when a person is waiting.

immediateAnswers now, at the highest tariff.

priorityAnswers soon, at a lower one.

looseAnswers eventually, at the lowest.

### Every model, at the rate the ledger books

Model inference is metered per token in five disjoint tiers, at the tariff for the completion window the request asked for.

14Zen Models

397Third-Party

432Total Models

57Providers

11Featured

74Free Models

## Hanzo Enso

Flagship frontier models — Flash, Pro, and Ultra. Live per-token retail, one API key.

[Explore Enso](https://hanzo.ai/enso)

### Enso Flash

pro

Fast, economical Enso tier for high-volume, low-latency everyday work, with 1M-context overflow.

1M context window

Low latency

[Start Using enso-flash](https://platform.hanzo.ai)

Input$2 / MTok

Output$4 / MTok

Cache WriteN/A

Cache ReadN/A

### Enso

ultra max

Hanzo's proprietary frontier model — Opus-class reasoning by default with 1M-context overflow.

1M context window

Frontier reasoning

[Start Using enso](https://platform.hanzo.ai)

Input$4 / MTok

Output$20 / MTok

Cache WriteN/A

Cache ReadN/A

### Enso Ultra

ultra max

Adaptive fan-out — probes a task-appropriate model, escalates to a top-K panel only when needed, then verifies-then-selects the best answer.

200K context window

Adaptive fan-out

[Start Using enso-ultra](https://platform.hanzo.ai)

Input$5 / MTok

Output$25 / MTok

Cache WriteN/A

Cache ReadN/A

## Zen Models

34 models across LLM, embedding, reranker, image, audio, and videoUpdated 8/5/2026

[Full Model Catalog](https://hanzo.ai/zen/models)

ultra max

ultra

pro max

pro

### Zen Guard — Content Safety

starter

Safety classifier for moderation and guardrails across a broad category and language set.

128K context

Safety classifier

[Start Using zen-guard](https://platform.hanzo.ai)

Input$0.3 / MTok

Output$0.96 / MTok

Cache WriteN/A

Cache ReadFree

### Zen VL — Vision-Language

pro

Reads images and reasons over them — visual Q&A, document and chart understanding, grounded captioning.

128K context

Vision + Language

[Start Using zen-vl](https://platform.hanzo.ai)

Input$0.09 / MTok

Output$0.39 / MTok

Cache WriteN/A

Cache ReadFree

### Zen 5.8

pro

Zen 5.8 flagship frontier general reasoning and agentic foundation model. Advanced chain-of-thought, 1M context, MoDE architecture.

Parameters: 397B (17B active)Architecture: Zen frontier MoE

1M context window

Frontier MoDE architecture

Native chain-of-thought

Autonomous agent loops

[Start Using zen-5.8](https://platform.hanzo.ai)

Input$1.8 / MTok

Output$5.4 / MTok

Cache WriteN/A

Cache Read$0.35 / MTok

### Zen 5.8 Coder

pro

Zen 5.8 Coder flagship autonomous coding and repository understanding model. 1M context, multi-file code synthesis, agentic refactoring.

Parameters: 397B (MoE)Architecture: Zen Coder MoE

1M context window

Code-specialized MoDE

Repository-scale synthesis

Agentic refactoring loops

[Start Using zen-5.8-coder](https://platform.hanzo.ai)

Input$1.8 / MTok

Output$5.4 / MTok

Cache WriteN/A

Cache Read$0.35 / MTok

### Zen5 (Default)

pro

Canonical Zen5 default. a 35B frontier MoE (3B active) (35B total / 3B active per token, released Apr 2026, Apache-2.0). 256K context, agentic-trained, OpenAI + Anthropic API. The everyday Zen5 chat model.

Parameters: 35B (3B active)Architecture: Zen frontier MoE

256K context window

35B total / 3B active (MoE)

Zen base

Apr 2026 release

OpenAI + Anthropic API

[Start Using zen5](https://platform.hanzo.ai)

Input$2.28 / MTok

Output$7.26 / MTok

Cache WriteN/A

Cache Read$0.42 / MTok

### Zen5 Coder

pro

Code-specialized Zen5 tier. 80B sparse MoE tuned for repo-scale code understanding, agentic refactoring, and tool-use coding loops.

Parameters: 80B (MoE)Architecture: Zen Coder MoE

256K context

80B sparse MoE

Code-specialized

Agentic / tool-use

[Start Using zen5-coder](https://platform.hanzo.ai)

Input$2.28 / MTok

Output$7.26 / MTok

Cache WriteN/A

Cache Read$0.42 / MTok

### Zen5 Flash

starter

Smallest and cheapest text-only Zen5 chat tier. 4B-class dense, sub-100ms TTFT, 32K context. For high-volume routing and simple agent loops.

Parameters: 4BArchitecture: Zen dense

32K context window

4B parameters (dense)

Sub-100ms TTFT

Highest throughput

[Start Using zen5-flash](https://platform.hanzo.ai)

Input$0.2646 / MTok

Output$0.5292 / MTok

Cache WriteN/A

Cache Read$0.05292 / MTok

### Zen5 Mini

pro

Frontier agentic at the lowest cost in the family. Built on a 230B agentic MoE (10B active) (230B MoE / 10B active, released Feb 2026). 80.2% SWE-Bench Verified, 76.3% BrowseComp; trained on 200K+ real-world environments via large-scale RL.

Parameters: 230B (10B active)Architecture: Zen MoE

192K context window

230B total / 10B active (MoE)

Zen agentic base

Frontier agentic / coding

Lowest $/token in family

[Start Using zen5-mini](https://platform.hanzo.ai)

Input$0.09 / MTok

Output$0.39 / MTok

Cache WriteN/A

Cache Read$0.09 / MTok

### Zen5 Pro

ultra

Zen Flash IQ2_XXS-imatrix weights (81 GB GGUF on zenlm/zen-5-pro-gguf). 284B total / 37B active per token, 1M context, asymmetric routed-MoE quant. Fits a single 128 GB Apple Silicon / DGX Spark / H100 80 GB.

Parameters: 284B (37B active)Architecture: Zen Flash MoE

1M context window

284B total / 37B active (MoE)

Zen Flash base

IQ2_XXS-imatrix quant (81 GB)

Runs on 128 GB hardware

[Start Using zen5-pro](https://platform.hanzo.ai)

Input$1.305 / MTok

Output$2.61 / MTok

Cache WriteN/A

Cache Read$0.010875 / MTok

### Router General

pro

Automatic model routing — hosted by Hanzo.

Architecture: router

Automatic model routing

[Start Using router:general](https://platform.hanzo.ai)

InputN/A

OutputN/A

Cache WriteN/A

Cache ReadN/A

### Router Knowledge Base Document

pro

Automatic model routing — hosted by Hanzo.

Architecture: router

Automatic model routing

[Start Using router:knowledge-base-document](https://platform.hanzo.ai)

InputN/A

OutputN/A

Cache WriteN/A

Cache ReadN/A

### Router Software Engineering

pro

Automatic model routing — hosted by Hanzo.

Architecture: router

Automatic model routing

[Start Using router:software-engineering](https://platform.hanzo.ai)

InputN/A

OutputN/A

Cache WriteN/A

Cache ReadN/A

### Router Software Engineering 01

pro

Automatic model routing — hosted by Hanzo.

Architecture: router

Automatic model routing

[Start Using router:software-engineering-01](https://platform.hanzo.ai)

InputN/A

OutputN/A

Cache WriteN/A

Cache ReadN/A

### Router Writing

pro

Automatic model routing — hosted by Hanzo.

Architecture: router

Automatic model routing

[Start Using router:writing](https://platform.hanzo.ai)

InputN/A

OutputN/A

Cache WriteN/A

Cache ReadN/A

All Zen LLMs available via OpenAI-compatible API at `api.hanzo.ai/v1/chat/completions`

### Embedding Models

High-quality text embeddings via `/v1/embeddings`

### Zen Embedding

starter

Dense text embeddings for semantic search, retrieval, and clustering.

8K context

Embeddings

[Start Using zen-embedding](https://platform.hanzo.ai)

Input$0.06 / MTok

Output$0.06 / MTok

Cache WriteN/A

Cache ReadFree

### All Mini Lm L6 V2

pro

Text embeddings — hosted by Hanzo.

Architecture: embedding

Text embeddings

[Start Using all-mini-lm-l6-v2](https://platform.hanzo.ai)

Input$0.02 / MTok

OutputFree

Cache WriteN/A

Cache ReadN/A

### Bge M3

pro

Text embeddings — hosted by Hanzo.

Architecture: embedding

Text embeddings

[Start Using bge-m3](https://platform.hanzo.ai)

Input$0.02 / MTok

OutputFree

Cache WriteN/A

Cache ReadN/A

### E5 Large V2

pro

Text embeddings — hosted by Hanzo.

Architecture: embedding

Text embeddings

[Start Using e5-large-v2](https://platform.hanzo.ai)

Input$0.02 / MTok

OutputFree

Cache WriteN/A

Cache ReadN/A

### Gte Large En V1.5

pro

Text embeddings — hosted by Hanzo.

Architecture: embedding

Text embeddings

[Start Using gte-large-en-v1.5](https://platform.hanzo.ai)

Input$0.02 / MTok

OutputFree

Cache WriteN/A

Cache ReadN/A

### Multi Qa Mpnet Base Dot V1

pro

Text embeddings — hosted by Hanzo.

Architecture: embedding

Text embeddings

[Start Using multi-qa-mpnet-base-dot-v1](https://platform.hanzo.ai)

Input$0.02 / MTok

OutputFree

Cache WriteN/A

Cache ReadN/A

### Qwen3 Embedding 0.6b

pro

Text embeddings — hosted by Hanzo.

Architecture: embedding

Text embeddings

[Start Using qwen3-embedding-0.6b](https://platform.hanzo.ai)

Input$0.02 / MTok

OutputFree

Cache WriteN/A

Cache ReadN/A

### Reranker Models

Improve retrieval quality via `/v1/rerank`

### Zen Rerank

starter

Cross-encoder reranker — scores (query, document) pairs to reorder retrieval results.

Reranking

Retrieval

[Start Using zen-rerank](https://platform.hanzo.ai)

Price$0.03

### Bge Reranker V2 M3

pro

Reranking — hosted by Hanzo.

Architecture: rerank

Reranking

[Start Using bge-reranker-v2-m3](https://platform.hanzo.ai)

Input$0.02 / MTok

OutputFree

Cache WriteN/A

Cache ReadN/A

### Image Generation

FLUX, Stable Diffusion, and more via `/v1/images/generations`

### Zen Image

pro

Text-to-image generation.

Text → Image

[Start Using zen-image](https://platform.hanzo.ai)

Price$0.24 / image

### Openai Gpt Image 1

pro

Text-to-image — hosted by Hanzo.

Architecture: image

Text-to-image

[Start Using openai-gpt-image-1](https://platform.hanzo.ai)

Price$0.04 / image

`/v1/images/generations`

### Openai Gpt Image 1.5

pro

Text-to-image — hosted by Hanzo.

Architecture: image

Text-to-image

[Start Using openai-gpt-image-1.5](https://platform.hanzo.ai)

Price$0.04 / image

`/v1/images/generations`

### Openai Gpt Image 2

pro

Text-to-image — hosted by Hanzo.

Architecture: image

Text-to-image

[Start Using openai-gpt-image-2](https://platform.hanzo.ai)

Price$0.04 / image

`/v1/images/generations`

### Stable Diffusion 3.5 Large

pro

Text-to-image — hosted by Hanzo.

Architecture: image

Text-to-image

256 context window

[Start Using stable-diffusion-3.5-large](https://platform.hanzo.ai)

Price$0.04 / image

`/v1/images/generations`

### Audio & Speech

Speech-to-text, text-to-speech, and audio generation via `/v1/audio/*`

### Zen Foley

pro

Text-to-sound-effects — generates Foley and ambient audio from a prompt.

Text → Sound FX

[Start Using zen-foley](https://platform.hanzo.ai)

Price$0.15

### Zen Music

pro

Text-to-music generation.

Text → Music

[Start Using zen-music](https://platform.hanzo.ai)

Price$0.3

### Zen Voice

pro

Text-to-speech — natural voice synthesis.

Text → Speech

[Start Using zen-voice](https://platform.hanzo.ai)

Price$0.045

### Qwen3 Tts Voicedesign

pro

Text-to-speech — hosted by Hanzo.

Architecture: speech

Text-to-speech

33k context window

[Start Using qwen3-tts-voicedesign](https://platform.hanzo.ai)

Price$5

`/v1/audio/speech`

### Video Generation

Text-to-video via `/v1/videos/generations`

### Zen Video

pro max

Text-to-video — generates short clips from a prompt (async).

Text → Video

Async

[Start Using zen-video](https://platform.hanzo.ai)

Price$1.8

### Wan2 2 T2v A14b

pro

Text-to-video — hosted by Hanzo.

Architecture: video

Text-to-video

100 context window

[Start Using wan2-2-t2v-a14b](https://platform.hanzo.ai)

Price$0.5

`/v1/videos/generations`

Customers can purchase prioritized API capacity with Priority Tier

Prompt caching pricing is for the standard 5-minute TTL. A longer one costs more.

Start building

## Explore pricing for tools

### Web Search

per query$0.005

### Code Interpreter

per session minute$0.03

### File Storage

per GB/month$0.2

### Image Generation

per image$0.04

### Speech-to-Text

per minute$0.006

### Text-to-Speech

per 1M characters$15

*Does not include input and output tokens required to process requests

Start building

## Featured Third-Party Models

Top models from leading AI providers — all accessible through one Hanzo API key

### Anthropic: Claude Opus 4.6

Anthropic

Featured

1M context windowtext+image+file->text

Input$5 / MTok

Output$25 / MTok

### Anthropic: Claude Sonnet 4.6

Anthropic

Featured

1M context windowtext+image+file->text

Input$3 / MTok

Output$15 / MTok

### Anthropic: Claude Haiku 4.5

Anthropic

Featured

200k context windowtext+image+file->text

Input$1 / MTok

Output$5 / MTok

### OpenAI: GPT-5

OpenAI

Featured

400k context windowtext+image+file->text

Input$1.25 / MTok

Output$10 / MTok

### OpenAI: GPT-5 Mini

OpenAI

Featured

400k context windowtext+image+file->text

Input$0.25 / MTok

Output$2 / MTok

### Google: Gemini 2.5 Pro

Google

Featured

1M context windowtext+image+file+audio+video->text

Input$1.25 / MTok

Output$10 / MTok

### DeepSeek: R1

DeepSeek

Featured

164k context windowtext->text

Input$0.7 / MTok

Output$2.5 / MTok

### DeepSeek: DeepSeek V3

DeepSeek

Featured

164k context windowtext->text

Input$0.257 / MTok

Output$1.03 / MTok

### Meta: Llama 4 Maverick

Meta

Featured

1M context windowtext+image->text

Input$0.2 / MTok

Output$0.8 / MTok

### Mistral: Mistral Large 3 2512

Mistral

Featured

262k context windowtext+image+file->text

Input$0.5 / MTok

Output$1.5 / MTok

### Cohere: Command A

Cohere

Featured

256k context windowtext->text

Input$2.5 / MTok

Output$10 / MTok

## All Third-Party Models

397 models from 57 providers — dynamically detected and priced

All Providers (57)

AI Singapore

AI21

Aion Labs

Allen AI

Amazon

Anthracite

Anthropic

Arcee

Baidu

ByteDance

Cognitivecomputations

Cohere

DeepCogito

DeepSeek

Google

Gryphe

IBM

Inception

InclusionAI

Kwaipilot

Mancer

Meituan

Meta

Microsoft

MiniMax

Minimaxai

Mistral

Moonshot

Morph

NVIDIA

Nex AGI

Nous Research

OpenAI

OpenRouter

Pearl AI

Perceptron

Perplexity

Poolside

Prism ML

Qwen

Reka

Relace

Sakana

Sao10K

Speakleash

StepFun

Swiss AI

Tencent

TheDrummer

Thinking Machines

Undi95

Upstage

Utter Project

Writer

Xiaomi

Zhipu

xAI

Free Only

397 models

Model

Provider

Context

Input

Output

Anthropic: Claude Opus 4.6Featured

Anthropic

1000K

$5 / MTok

$25 / MTok

Anthropic: Claude Sonnet 4.6Featured

Anthropic

1000K

$3 / MTok

$15 / MTok

Anthropic: Claude Haiku 4.5Featured

Anthropic

200K

$1 / MTok

$5 / MTok

OpenAI: GPT-5Featured

OpenAI

400K

$1.25 / MTok

$10 / MTok

OpenAI: GPT-5 MiniFeatured

OpenAI

400K

$0.25 / MTok

$2 / MTok

Google: Gemini 2.5 ProFeatured

Google

1049K

$1.25 / MTok

$10 / MTok

DeepSeek: R1Featured

DeepSeek

164K

$0.7 / MTok

$2.5 / MTok

DeepSeek: DeepSeek V3Featured

DeepSeek

164K

$0.257 / MTok

$1.03 / MTok

Meta: Llama 4 MaverickFeatured

Meta

1049K

$0.2 / MTok

$0.8 / MTok

Mistral: Mistral Large 3 2512Featured

Mistral

262K

$0.5 / MTok

$1.5 / MTok

Cohere: Command AFeatured

Cohere

256K

$2.5 / MTok

$10 / MTok

Gemma SEA LION v4 27B ITFree

AI Singapore

N/A

Free

Free

Qwen SEA LION v4 32B ITFree

AI Singapore

N/A

Free

Free

AI21: Jamba Large 1.7

AI21

256K

$2 / MTok

$8 / MTok

AionLabs: Aion-2.0

Aion Labs

131K

$0.8 / MTok

$1.6 / MTok

AionLabs: Aion-3.0

Aion Labs

131K

$3 / MTok

$6 / MTok

AionLabs: Aion-3.0-Mini

Aion Labs

131K

$0.7 / MTok

$1.4 / MTok

AionLabs: Aion-RP 1.0 (8B)

Aion Labs

33K

$0.8 / MTok

$1.6 / MTok

AllenAI: Olmo 3 32B Think

Allen AI

66K

$0.15 / MTok

$0.5 / MTok

Olmo 3 7B InstructFree

Allen AI

N/A

Free

Free

Amazon: Nova 2 Lite

Amazon

1000K

$0.3 / MTok

$2.5 / MTok

Amazon: Nova Lite 1.0

Amazon

300K

$0.06 / MTok

$0.24 / MTok

Amazon: Nova Micro 1.0

Amazon

128K

$0.035 / MTok

$0.14 / MTok

Amazon: Nova Premier 1.0

Amazon

1000K

$2.5 / MTok

$12.5 / MTok

Amazon: Nova Pro 1.0

Amazon

300K

$0.8 / MTok

$3.2 / MTok

Magnum v4 72B

Anthracite

16K

$3 / MTok

$5 / MTok

Anthropic Claude Haiku Latest

Anthropic

200K

$1 / MTok

$5 / MTok

Anthropic Claude Sonnet Latest

Anthropic

1000K

$2 / MTok

$10 / MTok

Anthropic: Claude 3 Haiku

Anthropic

200K

$0.25 / MTok

$1.25 / MTok

Anthropic: Claude Fable 5

Anthropic

1000K

$10 / MTok

$50 / MTok

Anthropic: Claude Fable Latest

Anthropic

1000K

$10 / MTok

$50 / MTok

Anthropic: Claude Opus 4

Anthropic

200K

$15 / MTok

$75 / MTok

Anthropic: Claude Opus 4.1

Anthropic

200K

$15 / MTok

$75 / MTok

Anthropic: Claude Opus 4.5

Anthropic

200K

$5 / MTok

$25 / MTok

Anthropic: Claude Opus 4.7

Anthropic

1000K

$5 / MTok

$25 / MTok

Anthropic: Claude Opus 4.7 (Fast)

Anthropic

1000K

$30 / MTok

$150 / MTok

Anthropic: Claude Opus 4.8

Anthropic

1000K

$5 / MTok

$25 / MTok

Anthropic: Claude Opus 4.8 (Fast)

Anthropic

1000K

$10 / MTok

$50 / MTok

Anthropic: Claude Opus Latest

Anthropic

1000K

$5 / MTok

$25 / MTok

Anthropic: Claude Sonnet 4

Anthropic

1000K

$3 / MTok

$15 / MTok

Anthropic: Claude Sonnet 4.5

Anthropic

1000K

$3 / MTok

$15 / MTok

Anthropic: Claude Sonnet 5

Anthropic

1000K

$2 / MTok

$10 / MTok

Claude Opus 5

Anthropic

1000K

$5 / MTok

$25 / MTok

Claude Opus 5 (Fast)

Anthropic

1000K

$10 / MTok

$50 / MTok

Arcee AI: Trinity Large Thinking

Arcee

262K

$0.22 / MTok

$0.85 / MTok

Arcee AI: Virtuoso Large

Arcee

131K

$0.75 / MTok

$1.2 / MTok

Baidu: ERNIE 4.5 VL 424B A47B

Baidu

123K

$0.42 / MTok

$1.25 / MTok

ERNIE 4.5 VL 424B A47B Base PTFree

Baidu

N/A

Free

Free

ByteDance Seed: Seed 1.6

ByteDance

262K

$0.25 / MTok

$2 / MTok

ByteDance Seed: Seed 1.6 Flash

ByteDance

262K

$0.075 / MTok

$0.3 / MTok

Show more (347 remaining)

Third-party model pricing includes a passthrough markup. Prices update automatically every 6 hours. All models accessible via `api.hanzo.ai/v1/chat/completions` using the provider-prefixed model ID (e.g. `anthropic/claude-sonnet-4.6`).

## Frequently Asked Questions

What is free?

What does the plan cost?

What is a bill made of?

Which charges are quoted before they run?

How are tokens billed?

What is a completion window?

What does a computer cost when nothing is running on it?

Are MCP, the SDK and the CLI metered?

How are web tools billed?

How is media generation billed?

Are failed calls billed?

Do you mark up model prices?

Is streaming billed differently?

How do budgets work?

What are the rate limits?

Can I separate environments?

How do I migrate from OpenAI or Anthropic?

What payment methods do you accept?

Is there a minimum spend or a lock-in?

Do you offer annual billing?

Do you train on my data?

Do you support SSO?

Where do I check uptime and incidents?

Do you offer pricing for education or nonprofits?

## Measured, not modelled.

Every figure is corrected against vendor invoice brackets — list-price rate cards overstate real cost by up to 4.2x. The method, and the cost per completed task, are on the bench.