OptimToken › Models by maker › inclusionAI

inclusionAI (Ling) API pricing

As of 2026-10-05, the OptimToken catalogue holds 3 inclusionAI models. All 3 sit in the Budget price tier. The cheapest is Ling 3.0 Flash VL at $0.02 per 1M input tokens and $0.06 per 1M output tokens. The most expensive is Ling 3.0 Flash Fin at $0.04 input and $0.12 output, 2.0x the cheapest on blended price (30% input, 70% output). These are the prices we quote: a model sold by several hosts has other rates, listed on its own page.

inclusionAI models and prices

inclusionAI models, cheapest first on blended price (30% input, 70% output). USD per 1M tokens, data snapshot 2026-10-05.
Model	Input	Output	Batch (in / out)	Cache read	Context	Licence
Ling 3.0 Flash VL	$0.02	$0.06	not published	$0.0042	262K	Unknown
Ling 3.0 Flash	$0.02	$0.06	not published	$0.0042	262K	Unknown
Ling 3.0 Flash Fin	$0.04	$0.12	not published	$0.0084	262K	Unknown

Published discounts: a prompt-cache read rate for all 3 and a batch rate for none. The most recent by release date is Ling 3.0 Flash VL (2026-09). No Arena ELO score is published for any of them.

Licences

No licence is recorded for these 3 models, so this page does not say whether they can be self-hosted.

Price changes since tracking began

Our daily price archive began on 2026-08-15 and holds a record for all 3 models. The price we quote has changed for 2 of them, 2 times in all, every one flagged as a change of quoted host rather than a repricing. The most recent was to Ling 3.0 Flash Fin on 2026-10-04: -31.4% on the blended price (30% input, 70% output) (quoted host changed, not a repricing). All of them joined the catalogue after tracking began, most recently Ling 3.0 Flash VL on 2026-09-11. Last checked against the 2026-10-05 snapshot.

Each row is a model's most recent change. Its own page has the full history.

Model	Date	Old price (in / out)	New price (in / out)	Blended change	Changes in all
Ling 3.0 Flash Fin	2026-10-04	$0.06 / $0.18	$0.04 / $0.12	-31.4% (quoted host changed, not a repricing)	1
Ling 3.0 Flash VL	2026-09-26	$0.06 / $0.18	$0.02 / $0.06	-65.7% (quoted host changed, not a repricing)	1

Other makers

Models by maker: every model in the catalogue, including makers with fewer than 3.

These are list prices.

Your real cost also depends on caching and batching, negotiated discounts, marketplace agreements, and the contracts you already have. OptimNow audits exactly that.

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