Ant Group

Ant Ling

Ant Ling is Ant Group's LLM platform. The English homepage positions it as efficient, intelligent and secure, with high-performance models for text, multimodal and coding. The model family includes Ling for general-purpose MoE language models, Ring for deep reasoning and coding-agent workflows, and Ming for full-modal text, image, audio and video understanding and generation. The developer docs expose OpenAI-compatible and Anthropic-compatible APIs, streaming, structured outputs, vision, voice, OpenRouter and ZenMux access, and integrations for OpenClaw, Claude Code, Kilo Code and Hermes Agent.

Partially availableFull English UIPublic APIFreemiumTrusted

Quick answers

At a glance

Overview
Ant Group's English-facing LLM family for Ling language models, Ring reasoning models and Ming full-modal models.
Best fit
Developers evaluating Chinese model APIs for long context, coding agents, reasoning models and OpenAI/Anthropic-compatible migration.
Trust
3/3 sources verified, recently checked · 2026-05-17
Coverage
100/100

Editorial verdict

Best for

Developers evaluating Chinese model APIs for long context, coding agents, reasoning models and OpenAI/Anthropic-compatible migration.

Avoid if

Avoid selecting it for global production until account registration, Alipay billing, model availability and data terms are confirmed.

Why it matters

Ant Ling now has enough English-facing product, docs, pricing and integration evidence to be tracked alongside Qwen, DeepSeek, Kimi and GLM.

Pricing

500,000 free tokens daily per account; Ling-2.6-flash starts at ¥0.60 input / ¥1.80 output per 1M tokens; Ling-2.6-1T starts at ¥2.00 input / ¥16.00 output per 1M tokens

Payment

Free daily quota, Pay-as-you-go API billing, Personal Alipay account recharge

Commercial use

Commercial use should follow the current product, API, model license and billing terms.

Privacy

Review prompt, file, media upload, retention and training-use terms before sensitive workloads.

Use-case fit

OpenAI-compatible API migration

Strong

Use the documented OpenAI-compatible API path for fast SDK migration tests.

Coding-agent backend

Strong

Claude Code, OpenClaw, Kilo Code and Hermes Agent integration docs make Ant Ling relevant for coding-agent comparison.

Long-context enterprise workflows

Medium

Ling-2.6-1T supports 1M native context, while the official API currently exposes 256K context.

Global user checklist

RegistrationPartialOnline studio and docs are public; API use requires account and API key setup.
English UIConfirmedHomepage, docs, model pages, API references and pricing are English-facing.
API and docsConfirmedDocs include OpenAI-compatible, Anthropic-compatible, rate limits, errors, tutorials and integrations.
International paymentPartialPricing is public, but recharge currently requires Alipay account binding and should be tested by target users.
Coverage · 100/100

Model names, quotas, release status, regional access and commercial terms can change quickly; recheck official sources before procurement or production use.

Pros

  • - English homepage and developer docs are available
  • - OpenAI-compatible and Anthropic-compatible API references are documented
  • - Agent integrations include Claude Code, OpenClaw, Kilo Code and Hermes Agent

Cons

  • - API billing currently depends on Alipay account binding, and pricing docs note personal Alipay recharge limitations
  • - Some newest models, such as Ring-2.6-1T, may be early-access through OpenRouter rather than the API console

Decision paths

deepseek-v4-api

qwen-cloud-token-plan

kimi-k2-api

zhipu-glm

Sources

Ant Ling official website

official · en · verified 2026-05-17

Confirms Ling, Ring, Ming model family and developer entry points.

Ant Ling developer docs

docs · en · verified 2026-05-17

Documents API access, model family, API references, tutorials and integrations.

Ant Ling pricing

pricing · en · verified 2026-05-17

Documents free daily quota, token pricing and Alipay billing notes.

Reviews