Ling 3.0 Flash Fin

InclusionaiMCP Tool CallReasoning
inclusionai/ling-3.0-flash-finOpen Weights

Finance-enhanced model for financial research, multi-step investment workflows, and long-horizon planning and execution

Benchmark Pricing$0.07 / 1M in$0.22 / 1M out$0.01 cache read
Context: 262,144 tokens•Max Output: 32,768 tokens•Released: 2026-08-27

TECHNICAL SPECIFICATIONS

Context Window262,144262.1K tokens
Max Output32,76832.8K tokens
LicenseMITSelf-hostable
Input Modalities
Text
Function / Tool CallingSupported (MCP Ready)
Structured OutputsGuaranteed Schema

MODEL CONTEXT PROTOCOL (MCP) READINESS

✓ Ling 3.0 Flash Fin natively supports OpenAI / Anthropic format tool calling and is fully compatible with MCP servers and agent loops.

MCP Context Window Recommendations

With a context capacity of 262,144 tokens, this model can handle moderately large MCP tool definitions and multi-turn conversation logs comfortably.

STANDARDIZED BENCHMARKS & EVALS

FinFIRSTscore
52.85
FinSearchComp Verifiedscore
77.04
FinCRAFTscore
51.74
Finance Agentstrict-pass
69.19
Finance Agentstrict-pass
59.81
APEX-Agentsscore
29.17
SpreadsheetBenchscore
86.5
SpreadsheetBenchscore
21.81
tau3-benchscore
41

API CALL INVOCATION EXAMPLE

// Example: Calling Ling 3.0 Flash Fin via OpenAI SDK
import OpenAI from "openai";

const client = new OpenAI({
  apiKey: process.env.INCLUSIONAI_API_KEY,
});

const response = await client.chat.completions.create({
  model: "inclusionai/ling-3.0-flash-fin",
  messages: [{ role: "user", content: "Hello! Can you inspect MCP tools?" }],
});

console.log(response.choices[0].message.content);

PRICING BY PROVIDER

3 providers
Novita AIinclusionai/ling-3.0-flash-fin
$0.07 / $0.22$0.01 cache
Vercel AI Gatewayinclusionai/ling-3.0-flash-fin
$0.07 / $0.22$0.01 cache
OpenCodeling-3.0-flash-fin-free
$0.00 / $0.00$0.00 cache

Rates in USD per 1M tokens. Rates synchronized from models.dev public catalog.

Prompt Caching Active

This model supports prompt caching at $0.01 / 1M tokens, saving up to 80% on repetitive MCP tool definitions and system instructions.