inclusionai
Ling 3.0 Flash Sante
Ling-3.0-Flash-Sante is inclusionAI’s language model specialized for health and medicine, built on a Mixture-of-Experts architecture with 124 billion total parameters and approximately 5.1 billion active per token. With a 256K context window and function calling, it supports medical knowledge reasoning, evidence-based retrieval, and complex medical workflows while retaining general reasoning, coding, and agentic capabilities.
reasoningtool useimplicit cachingtext
Overview
- Type
- language
- Context
- 256K
- Max output
- 32K
- Input / output
- text / text
API
Model identifier
inclusionai/ling-3.0-flash-santeProviders and live performance
Rolling Gateway metrics. Latency is time to first token; throughput is output tokens per second.
| Provider | Status | Latency | Throughput | Uptime 15m / 1h / 1d | Input | Output | Cache read / write | Discount | Regions | ZDR | No training |
|---|---|---|---|---|---|---|---|---|---|---|---|
| novita | Operational | 0.97s / 1.76s | — | 100.00% / 100.00% / 100.00% | $0.07/M | $0.22/M | $0.01/M / — | — | — | — | No |
Pricing
input
0.000000075
output
0.00000022
input cache read
0.000000015
Capabilities
reasoningtool useimplicit cachingtext
Supported parameters
max tokens
Yes
temperature
Yes
stop
Yes
tools
Yes
tool choice
Yes
reasoning
Yes
include reasoning
Yes
Reasoning options
options
{
"type": "toggle"
}, {
"type": "effort",
"values": [
"none",
"low",
"medium",
"high"
]
}
Metadata
type
language
context window
256K
max output
32K
released
Sep 4, 2026
temperature control
Yes
zero data retention
none
no training
none
api specifications
v2, v3, v4