BenchLM's profile page treats Ling 3.0 Flash Fin as tracked but not publicly ranked, with only three provisional sourced benchmark rows available and no comparative rank assigned as of September 4, 2026. The spec sheet lists a 262K-token context window sourced from Vercel AI Gateway availability, marks the API model ID Coverage is split into eight categories (agentic, coding, reasoning, knowledge, math, multilingual, multimodal, instruction following), of which only agentic has any provisional data while the remaining seven are listed as not measured. The decision snapshot shows the capability field is unranked with a field median of

Vercel's changelog, as recapped by CreateWith, lists Ling 3.0 Flash Fin from Inclusion AI as available through Vercel AI Gateway and free to use through September 25, 2026. The model combines a 256K-token context window with reasoning, function calling, and up to 32K tokens of output, specifications that Vercel positio Developers integrating through Vercel must pick between two model identifiers, and the free window lets small teams prototype document-review assistants, internal research tools, and financial-data agents before committing to paid usage. The recap cautions that any finance model output should still be checked against o

Model Pulse tracks InclusionAI's Ling 3.0 Flash Fin across multiple providers and confirms its availability through Kilo Gateway with a listed price of $0.06 per million input tokens and $0.18 per million output tokens, plus a $0.012 cache-read rate. The Kilo Gateway variant exposes a 262K-token context window with rea According to the recent changes log, the Ling 3.0 Flash Fin listing was first surfaced via Kilo on September 3, 2026, with an earlier provider entry dated August 27, 2026, and a Vercel follow-up on August 28, 2026. Best published input and output price history shows the lowest listed price holding flat at $0.06/$0.18 p