Ling-3.0-flash-Fin

by InclusionAI

Released 1 days after Ling-3.0-flash-VL · All InclusionAI releases

Ling-3.0-flash-Fin is the first finance-focused model in the Ling family that Ant Group publishes through InclusionAI, announced in late August 2026 and released with open weights under the MIT license in September 2026. It extends Ling-3.0-flash through continued training on financial data assembled with financial institutions and domain experts, and keeps the base model's shape: a 124 billion parameter Mixture-of-Experts with 5.1 billion active per token and a 256K context window, with thinking enabled by default. The tuning targets end-to-end research work rather than isolated question answering: pulling from authoritative sources, reading across annual reports, regulatory filings, and other long documents, running calculations and valuation models, working in spreadsheets, and producing reports a reviewer can check. InclusionAI evaluated it on FinFIRST, an expert-authored financial benchmark released alongside the model, plus FinSearchComp Verified, FinCRAFT, Finance Agent, APEX-Agents, SpreadsheetBench, and τ³-Banking, and reports results competitive with far larger general-purpose models, doing best where the task hinges on choosing the right sources or on heavy tool use. With tool calling, long context, and a low active parameter count, it suits agentic pipelines in investment research, banking operations, and financial document analysis where domain grounding matters more than breadth.

Call Ling-3.0-flash-Fin on Opper with the OpenAI SDK. Sign up without a credit card. Get started

Key info

Input
Output
Features
Context window
262K
Max output
262K
Input price
$0.06 /1M$0.01 cache read
Output price
$0.18 /1M
Released
  • US residency available
  • Zero data retention on pay-as-you-go
  • No training by default
  • GDPR DPA available

Available routes

Ling-3.0-flash-Fin runs on 1 route through the Opper gateway. Compare residency, zero data retention and training posture at a glance, with full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutputCache read
USNo$0.06$0.18$0.01

Live routes and prices as JSON: api.opper.ai/v3/models?q=deepinfra%2FinclusionAI%2FLing-3.0-flash-Fin

Uptime and availability

Ling-3.0-flash-Fin runs on a single route through the Opper gateway today, so its availability is that provider's availability.

100%route uptime, last 30 days
Single route, no failover target within this model.

Name a second model in the same request and the gateway tries it on retriable errors, so a busy hour never has to reach your users. Set up a fallback chain.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. See uptime for every provider Opper monitors.

Data handling per route

Each route hosting Ling-3.0-flash-Fin has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

DeepInfra — United States🇺🇸

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. US; unknown; DPA available.

Zero data retention
Yes. Nothing is logged, held for abuse monitoring or used for training.
Training
No training on customer data.
Logging
None
Abuse monitoring
No classifier
GDPR DPA
DPA available
Transfer mechanism
unknown

Benchmarks

Independent benchmark scores — composite indices for reasoning, coding, and math, plus individual eval scores where available.

Global rank#193 of 681 LLMs
TierEfficient
Output speed353 tok/s
First token1.19s
Intelligence Index22.6
Coding Index55.6
Reasoning & knowledge
Humanity's Last Exam
23%
Long-context reasoning
74%
Coding
SciCode
42%

Get started

Call Ling-3.0-flash-Fin through the Opper gateway with one API key. Opper is drop-in compatible with the OpenAI, Anthropic and Google AI SDKs.

Ling-3.0-flash-Fin is a premium model on Opper. Sign up needs no credit card: you get an API key straight away and the free models work in the playground and the API. Add a card to use premium models, pay-as-you-go with no minimum.

Set it up with your agent

Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "deepinfra/inclusionAI/Ling-3.0-flash-Fin",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

Use Ling-3.0-flash-Fin in your apps

Pick your tool to see how to run it on Ling-3.0-flash-Fin through Opper.

Compare Ling-3.0-flash-Fin with…

Side-by-side on privacy, EU hosting, pricing, and benchmarks.

Other models from InclusionAI

Start building with 700+ models

One API key for every major provider, up and running in minutes.

Get startedView Documentation