By inclusionai ยท Updated 2026-10-04 ยท cheap high-volumestep-by-step reasoning
inclusionAI: Ling 3.1 Flash is best suited for cheap high-volume, step-by-step reasoning. Access it through one Appmo API key alongside 458 other models โ Appmo's optimizer can route to it automatically when it is the best value for a request.
Not enough posts yet to judge community sentiment. 2 new GitHub repos mentioning it. How we measure this.
curl https://appmo.com/v1/chat/completions \
-H "Authorization: Bearer $APPMO_KEY" \
-d '{"model":"inclusionai/ling-3.1-flash","messages":[{"role":"user","content":"Hello"}]}'How much does inclusionAI: Ling 3.1 Flash cost?
inclusionAI: Ling 3.1 Flash costs $0 per 1M input tokens and $0 per 1M output tokens ($0 blended), as of 2026-10-04. 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 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 โ 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.