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.
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
StrongUse the documented OpenAI-compatible API path for fast SDK migration tests.
Coding-agent backend
StrongClaude Code, OpenClaw, Kilo Code and Hermes Agent integration docs make Ant Ling relevant for coding-agent comparison.
Long-context enterprise workflows
MediumLing-2.6-1T supports 1M native context, while the official API currently exposes 256K context.
Global user checklist
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
official · en · verified 2026-05-17
Confirms Ling, Ring, Ming model family and developer entry points.
docs · en · verified 2026-05-17
Documents API access, model family, API references, tutorials and integrations.
pricing · en · verified 2026-05-17
Documents free daily quota, token pricing and Alipay billing notes.