Antimatter
inclusionAI

Ling 3.0 Flash

inclusionai/ling-3.0-flash

Ling-3.0-flash is a 124B-parameter Mixture-of-Experts (MoE) model, with approximately 5.1B parameters activated per token.

$0.0231 in · $0.0693 out per 1M tokens262k contextJul 23, 2026

less than 1/100 of a cent a message

A typical message: about 500 tokens you send and 500 it writes.

Published facts from the catalog, billed prices and what we measured here. Anything not measured says so.

Price, billed here

Input, per 1M tokens
$0.0231provider $0.021
Output, per 1M tokens
$0.0693provider $0.063
Cached input, per 1M
$0.00462provider $0.0042
Margin
+10%

Context and formats

Context window
262,144 tokens
Longest answer
32,768 tokens
Reads
text
Makes
text
First listed
2026-07-23

Measured here, last 7 days

First token, median
not measured
Answered without error
not measured

Tools and JSON

Tool calling
declaredthe provider's claim, not yet measured here
JSON output
declaredthe provider's claim, not yet measured here

Price and latency history as JSON: GET /api/planet/history?id=inclusionai/ling-3.0-flash.

Ling-3.0-flash is a 124B-parameter Mixture-of-Experts (MoE) model, with approximately 5.1B parameters activated per token. The model is designed with token efficiency and production-scale agentic inference as key priorities, enabling developers...

In inclusionAI's words.

The answer appears here.

Use one OpenAI compatible endpoint, this model's id and an am_live_ key from the dashboard. You can also try it in chat first with no key.

curl https://useantimatter.com/v1/chat/completions \
  -H "Authorization: Bearer $ANTIMATTER_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model": "inclusionai/ling-3.0-flash", "messages": [{"role": "user", "content": "Hello"}]}'

Everything else is in the docs.

A badge showing this model's live price per million tokens, as billed here, for a README or a site. It links back to this page.

Ling 3.0 Flash price on Antimatter
<a href="https://useantimatter.com/planet/inclusionai/ling-3.0-flash"><img src="https://useantimatter.com/api/badge/price?id=inclusionai%2Fling-3.0-flash" alt="Ling 3.0 Flash price on Antimatter" height="28"></a>

Closest in price and memory, from other labs.

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