inclusionAI: Ling 3.1 Flash — pricing & benchmarks

By inclusionai · Updated 2026-11-08 · long-context / RAGcheap high-volumestep-by-step reasoning

What inclusionAI: Ling 3.1 Flash is used for

inclusionAI: Ling 3.1 Flash is best suited for long-context / RAG, cheap high-volume, step-by-step reasoning. Access it through one Appmo API key alongside 452 other models — Appmo's optimizer can route to it automatically when it is the best value for a request.

What people are saying (last 30 days)

Not enough posts yet to judge community sentiment. 1 Hacker News stories (1 points) · 4 new GitHub repos mentioning it. How we measure this.

• Ling 3.1 Flash: 560B open-weight MoE, MIT license, 1M context — Hacker News, 1 pts, 0 comments

Use it via the Appmo API (OpenAI-compatible)

curl https://appmo.com/v1/chat/completions \
  -H "Authorization: Bearer $APPMO_KEY" \
  -d '{"model":"inclusionai/ling-3.1-flash","messages":[{"role":"user","content":"Hello"}]}'

FAQ

How much does inclusionAI: Ling 3.1 Flash cost?
inclusionAI: Ling 3.1 Flash costs $0.045 per 1M input tokens and $0.135 per 1M output tokens ($0.068 blended), as of 2026-11-08. Prices are expected to fall as competition increases.

What is inclusionAI: Ling 3.1 Flash best for?
inclusionAI: Ling 3.1 Flash is best suited for long-context / RAG, cheap high-volume, step-by-step reasoning.

How do I use inclusionAI: Ling 3.1 Flash?
Send requests to Appmo's OpenAI-compatible endpoint with model id "inclusionai/ling-3.1-flash" and one API key — no separate provider account needed.

Is inclusionAI: Ling 3.1 Flash open source?
We have no record of public weights for inclusionAI: Ling 3.1 Flash; treat it as a closed model available only through its provider's API.

Can inclusionAI: Ling 3.1 Flash create images?
No, inclusionAI: Ling 3.1 Flash works with text.