Ling 3.1 Flash pricing: real cost per million tokens

What inclusionAI's Ling 3.1 Flash really costs across 1 plan from 1 provider: monthly fees, usable allowances and real per-token prices, against the official API list price and independent leaderboards.

Data updated 2026-10-16 · How real prices are computed

As of 2026-10-16, the cheapest way to use Ling 3.1 Flash is Command Code GOAT at a real cost of about $0.01003 per million tokens ($10/month for roughly 0.997B tokens a month). We track 1 plan and API channels that serve Ling 3.1 Flash.

Lowest real price: $0.01003/MTokCommand Code GOAT
API list price: —
Most monthly tokens: 0.997BCommand Code GOAT
Plans & APIs: 11 subscription · 0 metered APIs

Maker: inclusionAI
Model ID: ling-3.1-flash
Providers: Command Code

Plot Ling 3.1 Flash on the price–capability chart

Ling 3.1 Flash plans and real prices

Real price = monthly fee ÷ tokens you can actually use in a month. “vs API” shows how many times cheaper than the official API list price (standard workload mix) the plan is. “Evidence” opens the full calculation and sources for that row.

Every tracked way to use Ling 3.1 Flash, cheapest first
Plan	Provider	Billing	Monthly fee	Monthly tokens	Real $/MTok	vs API	Confidence	Data date
Command Code GOAT	Command Code	Subscription	$10/mo	0.997B	$0.01003	—	Medium	2026-09-30	Evidence ↓

Behind each number

For every plan: the data date, the exact calculation, the quota basis, how leaderboard scores were mapped, and the original adoption evidence with its sources.

Command Code GOATCommand Code$0.0100281/MTok

Plan: Command Code GOAT · Command Code
Data date: 2026-09-30 · official source date
Real price / MTok: $0.0100281
Monthly tokens: 997,200,000 (0.997B)
Quota confidence: Medium
Calculation: $10 / month ÷ 997,200,000 tokens × 1,000,000 ≈ $0.0100281 / MTok
Quota basis: Standard workload: 97% cache reads / 2.5% input / 0.5% output

Adoption evidence · source and rationale (translated from the Chinese record)

https://commandcode.ai/docs/plans/goat official per-model allowance and three-part pricing; https://commandcode.ai/pricing; $10->$70 credits; code-subscriptions-round1-2026-09-06.json; goat-opencode-catalogs-round3-2026-09-30.json

Added 997.2M: min(shared monthly pool $70, model allowance $100) ÷ project standard-workload weighted price; new official row; per-model credits $20->$100 (reverified 2026-10-16 ~10:36 Beijing: credits table shows a flat $100 with no was/through/creditDeal wording, and RSC budgetUsd=100 with budgetSteps carrying no down-step, so the $100 tier is adopted as the standing tier per the no-end-marker precedent, same as DeepSeek V4.1 Flash $15->$60; effective = min($70 shared pool, $100) = $70; the 2026-10-15T12:30Z scheduled $100 step that was not live at the round1 capture is now live and permanent; three-part price unchanged cached/input/output=$0.06/$0.30/$0.90; goat-ling31-flash-round1-2026-10-15.json; goat-ling31-flash-round2-2026-10-16.json. Processing fee ignored; allowances of different models in the same plan are not additive; no usage-panel token+% screenshot — computed from official absolute credits and the price list

https://commandcode.ai/docs/plans/goat https://commandcode.ai/pricing;code-subscriptions-round1-2026-09-06.json goat-ling31-flash-round1-2026-10-15.json goat-ling31-flash-round2-2026-10-16.json goat-opencode-catalogs-round3-2026-09-30.json Browse the public evidence archive