Ling 3.0 Flash Sante Free model profile
Evidence snapshot:
Ling 3.0 Flash Sante is a InclusionAI model profile with a 262,144-token context window. The dated catalog snapshot records text modalities and interfaces for reasoning controls, text generation, tool calling.
Ling 3.0 Flash Sante is a health and medicine-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for medical knowledge reasoning, clinical safety, evidence-based retrieval, and long-horizon medical tasks, while retaining general capabilities in reasoning, coding, and agentic tasks.
Ling 3.0 Flash Sante Free is a reference profile: InclusionAI publishes it, Kendr documents it for comparison, and it carries no Kendr alias to call.
Ling 3.0 Flash Sante Free is an independent knowledge profile. It does not claim that Kendr hosts the model, quote a Kendr customer price, promise API availability, or advertise a Kendr routing receipt.
Ling 3.0 Flash Sante Free accepts text and returns text. The snapshot records reasoning controls, text generation, and tool calling as capabilities or interfaces.
No comparable unit price is present in the 2026-09-06 snapshot. A zero placeholder is not presented as a free-price claim.
No comparable third-party benchmark value is present in the 2026-09-06 snapshot. Missing values are not estimated.
Ling 3.0 Flash Sante Free ranked #91 in the cited trailing-7-day third-party catalog usage dataset as of 2026-09-06. Observed within the cited trailing-7-day third-party catalog usage dataset; this is not global AI market share.
Profile data was reviewed for the 2026-09-06 snapshot. Claims retain their source dates, and unavailable fields are shown as unavailable instead of estimated.
Profile facts
- Profile type
- Model research profile
- Provider or publisher
- InclusionAI
- Context window
- 262,144 tokens
- Snapshot date
- 2026-09-06
- Knowledge cutoff
- Not disclosed
- Reference catalog ID
- inclusionai/ling-3.0-flash-sante:free
When to pick Ling 3.0 Flash Sante Free
Ling 3.0 Flash Sante Free is a reference profile: InclusionAI publishes it, Kendr documents it for comparison, and it carries no Kendr alias to call.
Each condition below is derived from this model's own values in the 2026-09-06 snapshot, compared only against models publishing the same field.
- Reach for it when cost is the binding constraint. At $0 in and $0 out per 1M tokens, combined token price sits in the cheapest quarter of the 146 models publishing both rates in this snapshot.
- Reach for it when the model has to call tools. Tool calling is recorded in the snapshot, so this route can drive an agent loop rather than only answer in prose.
- Look elsewhere when you need to call it through Kendr today. This is a research reference profile with no Kendr alias. The facts and evidence here are published for comparison; the model is not routable on Kendr.
Context, modalities, and identity
Ling 3.0 Flash Sante Free accepts text and returns text. The snapshot records reasoning controls, text generation, and tool calling as capabilities or interfaces.
- Provider or publisher
- InclusionAI
- Context window
- 262,144 tokens
- Maximum output
- 32,768 tokens
- Input modalities
- text
- Output modalities
- text
- Knowledge cutoff
- Not disclosed
Model overview
Ling 3.0 Flash Sante is a health and medicine-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for medical knowledge reasoning, clinical safety, evidence-based retrieval, and long-horizon medical tasks, while retaining general capabilities in reasoning, coding, and agentic tasks.
- Reference model ID
- inclusionai/ling-3.0-flash-sante:free
- Canonical version
- inclusionai/ling-3.0-flash-sante-20260904
- Hugging Face ID
- Not separately documented
Capabilities and supported controls
Capabilities and parameters are reported from the dated catalog and source records; their presence does not guarantee identical behavior across every provider route.
- Supported parameters
- frequency_penalty, include_reasoning, logprobs, max_tokens, presence_penalty, reasoning, repetition_penalty, seed, stop, temperature, tool_choice, tools, top_k, top_logprobs, top_p
- reasoning controls
- text generation
- tool calling
Dated pricing snapshot
No comparable unit price is present in the 2026-09-06 snapshot. A zero placeholder is not presented as a free-price claim.
These are dated third-party reference prices, not Kendr prices or an availability offer. Routes, tiers, caching, region, and provider policy can change the landed price.
- Price date
- 2026-09-06
- Input
- No verified rate
- Cached input
- No verified rate
- Output
- No verified rate
Provider routes, performance, and uptime
The snapshot retains 1 provider endpoint. Provider prices, context limits, p50 performance, and uptime can differ by route and are not Kendr guarantees.
- Active provider endpoints
- 1
- Best p50 latency
- 1.76 s
- Best p50 throughput
- 63 tok/s
- Availability with routing
- 99.98% over the sampled window
- Availability without routing
- 99.95% over the sampled window
- Performance date
- 2026-09-06
| Provider | Quantization | Input / 1M | Output / 1M | Cache read / 1M | Context | p50 latency | p50 throughput | Uptime (1d) |
|---|---|---|---|---|---|---|---|---|
| NovitaAI | unknown | $0 / 1M | $0 / 1M | No verified rate | 262,144 tokens | 1.76 s | 63 tok/s | 100.00% |
Benchmark evidence and limitations
No comparable third-party benchmark value is present in the 2026-09-06 snapshot. Missing values are not estimated.
Third-party catalog fields normalized from the cited model dataset; benchmark methodology and coverage differ by source.
Popularity and market context
Ling 3.0 Flash Sante Free ranked #91 in the cited trailing-7-day third-party catalog usage dataset as of 2026-09-06. Observed within the cited trailing-7-day third-party catalog usage dataset; this is not global AI market share.
- Third-party catalog rank
- #91
- Global market share
- Not inferred
- Observation date
- 2026-09-06
Frequently asked questions
When should I use Ling 3.0 Flash Sante Free?
Ling 3.0 Flash Sante Free is a reference profile: InclusionAI publishes it, Kendr documents it for comparison, and it carries no Kendr alias to call. Reach for it when cost is the binding constraint: At $0 in and $0 out per 1M tokens, combined token price sits in the cheapest quarter of the 146 models publishing both rates in this snapshot. Reach for it when the model has to call tools: Tool calling is recorded in the snapshot, so this route can drive an agent loop rather than only answer in prose. Look elsewhere when you need to call it through Kendr today: This is a research reference profile with no Kendr alias. The facts and evidence here are published for comparison; the model is not routable on Kendr.
What is Ling 3.0 Flash Sante Free?
Ling 3.0 Flash Sante is a InclusionAI model profile with a 262,144-token context window. The dated catalog snapshot records text modalities and interfaces for reasoning controls, text generation, tool calling.
What context window does Ling 3.0 Flash Sante Free have?
The dated profile lists 262,144 tokens of context and up to 32,768 output tokens. Provider routes, variants, and runtime configuration can impose lower effective limits.
What benchmark evidence is available for Ling 3.0 Flash Sante Free?
No comparable third-party benchmark value is present in the 2026-09-06 snapshot. Missing values are not estimated. Third-party catalog fields normalized from the cited model dataset; benchmark methodology and coverage differ by source.
Is Ling 3.0 Flash Sante Free available through Kendr?
This is an independent knowledge profile, not a Kendr-hosted availability claim. Check Kendr's live public model API for currently enabled Kendr aliases.
Does the popularity rank represent Ling 3.0 Flash Sante Free's global market share?
Ling 3.0 Flash Sante Free ranked #91 in the cited trailing-7-day third-party catalog usage dataset as of 2026-09-06. Observed within the cited trailing-7-day third-party catalog usage dataset; this is not global AI market share. No global market-share percentage is inferred when the source does not publish one.
Sources and evidence dates
- Ling 3.0 Flash Sante third-party catalog record (catalog, checked 2026-09-06)
- Third-party model catalog methodology (methodology, checked 2026-09-06)