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Inclusionai: Ling 3.0 Flash Sante

Health and medicine specialization of Ling 3.0 Flash for medical reasoning and evidence-based retrieval

Source-linked ling Closed weights Released 2026-09-04
API record Report
InputT
OutputT
Input price$0.075/M
Output price$0.22/M
Context262.144K
Max output32.768K
Providers4
Inference availability

Providers

Provider-specific identifiers, limits, and listed prices per million tokens. Every row links back to the provider's own documentation.

Report a price
Providers offering Ling 3.0 Flash Sante
ProviderProvider model IDContextMax outputInputOutputCache readCapabilitiesDocs
OpenRouter inclusionai/ling-3.0-flash-sante 262.144K 32.768K $0.042 $0.123 $0.008 ReasoningTools Docs ↗
Kilo Gateway inclusionai/ling-3.0-flash-sante 262.144K 32.768K $0.075 $0.22 $0.015 ReasoningTools Docs ↗
Novita AI inclusionai/ling-3.0-flash-sante 262.144K 32.768K $0.075 $0.22 $0.015 ReasoningTools Docs ↗
Vercel AI Gateway inclusionai/ling-3.0-flash-sante 256K 32K $0.075 $0.22 $0.015 ReasoningTools Docs ↗

Capability badges appear only where the provider catalog explicitly lists support. A blank cell means the source is silent, not that the feature is absent.

Listed rates

Price across providers

Input price per million tokens as published by each provider. Bars are drawn from listed rates only — no traffic weighting, since the catalog observes no requests.

Lowest input $0.042/M

Across 4 priced providers

Median input $0.075/M

Midpoint of listed rates

Highest input $0.075/M

1.8× the lowest listed rate

Output range $0.123 – $0.22

Per million output tokens

OpenRouter $0.042/MLowest
Kilo Gateway $0.075/M
Novita AI $0.075/M
Vercel AI Gateway $0.075/M
Cost calculator

Estimate a workload

$0.00
Excludes taxes, non-token charges, and tiered discounts.

Context limits also differ by provider, from 256K to 262.144K tokens. Compare the provider table above before choosing on price alone.

Specification

Capabilities

Recorded from the source catalog and provider listings.

✓ Reasoning Yes
✓ Tool calling Yes
? Structured output Unknown
× Attachments No
× Vision input No
× Open weights No
Model family
ling
Knowledge cutoff
Not documented
License
Not documented
Release date
2026-09-04
Model ID
inclusionai/ling-3.0-flash-sante
Published evaluations

Benchmarks

Every result stays attached to its source, version, metric and harness. Scores from different versions are never merged, and the profile below plots each benchmark against its own population rather than on a shared scale.

Benchmark registry
No published benchmark results

ModelBench does not infer quality from price, context size, or model name. When a source publishes a comparable result, it appears here with its version and link.

Read the methodology
Catalog activity

Change log

Field-level changes detected between successful source imports.

Full change log
Price Completion0.1232 → 0.22
Price Prompt0.042 → 0.075
Price Completion0.12319999999999999 → 0.1232
Price Prompt0.041999999999999996 → 0.042
Price Completion0.1232 → 0.12319999999999999
Price Prompt0.042 → 0.041999999999999996
Price Completion0.12319999999999999 → 0.1232
Price Prompt0.041999999999999996 → 0.042
Price Completion0.1232 → 0.12319999999999999
Price Prompt0.042 → 0.041999999999999996
Public API

Use this record

Fetch the complete source-linked model record. No key, no account, no rate-limited tier.

API documentation
Endpoint
GET https://modelbench.lol/api/v1/models/inclusionai/ling-3.0-flash-sante
curl
curl "https://modelbench.lol/api/v1/models/inclusionai/ling-3.0-flash-sante"
Common questions

Frequently asked questions

Answered directly from the stored record — nothing here is generated beyond the catalog's own fields.

What is Ling 3.0 Flash Sante?

Health and medicine specialization of Ling 3.0 Flash for medical reasoning and evidence-based retrieval. It is published by Inclusionai and catalogued here from Models.dev.

How much does Ling 3.0 Flash Sante cost?

Listed input pricing starts at $0.042 per million tokens from OpenRouter, rising to $0.075 across 4 listed providers.

What is the context length of Ling 3.0 Flash Sante?

Ling 3.0 Flash Sante accepts up to 262.144K tokens of context and returns up to 32.768K output tokens.

Does Ling 3.0 Flash Sante support tool calling and structured output?

Provider catalogs list support for tool calling, and reasoning.

Which providers serve Ling 3.0 Flash Sante?

4 providers list this model: OpenRouter, Kilo Gateway, Novita AI, Vercel AI Gateway.

Are the weights for Ling 3.0 Flash Sante open?

No. This model is served through hosted APIs only.

When was Ling 3.0 Flash Sante released?

The catalog records a release date of 2026-09-04, last verified Oct 24, 2026.

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