Long documents
Prompts that approach the documented context limit
Inkling-Small
Inkling-Small has the larger documented context window.
Confidence: documented
Inkling-Small vs Ling 3.0 Flash Sante
Updated October 20, 2026. We do not rank this pair: at least one has no public score. Public scores include evidence status and uncertainty.
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Decision reading
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. 2 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.
- Shared results
- 2
- Inkling-Small only
- 26
- Ling 3.0 Flash Sante only
- 4
- Like-for-like categories
- 0 / 8
Supported: Inkling-SmallHow the comparison works
Which one for your work
Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.
Show secondary and unsupported calls
Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
Ling 3.0 Flash Sante is not ranked on the public lane for coding, so no winner is named for coding.
Confidence: limitedAgentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
Ling 3.0 Flash Sante is not ranked on the public lane for agentic, so no winner is named for agentic.
Confidence: limitedChat turn cost
1K fresh input + 500 output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-ratesCache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-ratesRepository review cost
50K fresh input + 3K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Which one for a specific job
Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.
The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.
37.6Inkling-Small—Ling 3.0 Flash Sante
Not comparable · BenchAlign v5.8
The coding row is not comparable on the public lane: at least one model is not measured or not ranked there.
Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.
Same basis rules as the category table below
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
26 Inkling-Small only
2 Shared
4 Ling 3.0 Flash Sante only
Shape of the matched evidence
Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.
Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.
BrowseCompAgentic
Normalized gap 2.8Inkling-Small:77.4%Ling 3.0 Flash Sante:80.2%
Bars run 0–100 on each benchmark’s normalized display scale
Category results, on a stated basis
Each row shows the public-lane category score for both models: the BenchAlign v5.8 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.
Agentic
Not comparable- Inkling-Small
- 36.7
- Supported · #80/132
- Ling 3.0 Flash Sante
- Not ranked
- Basis
- BenchAlign v5.8 lane · 5 vs 4 public rows
- Reading
- Not comparable
Coding
Not comparable- Inkling-Small
- 37.6
- Supported · #73/153
- Ling 3.0 Flash Sante
- Not ranked
- Basis
- BenchAlign v5.8 lane · 6 vs 0 public rows
- Reading
- Not comparable
Reasoning
Not comparable- Inkling-Small
- 55.0
- Unranked · 4 rankable rows
- Ling 3.0 Flash Sante
- 73.4
- Unranked · 1 rankable row
- Basis
- Provisional lane · 1 vs 0 weighted rows
- Reading
- Not comparable
Multimodal
Not comparable- Inkling-Small
- 67.5
- #37/55
- Ling 3.0 Flash Sante
- Not ranked
- Basis
- Provisional lane · 2 vs 0 weighted rows
- Reading
- Not comparable
Knowledge
Not comparable- Inkling-Small
- 54.8
- Supported · #63/187
- Ling 3.0 Flash Sante
- Not ranked
- Basis
- BenchAlign v5.8 lane · 6 vs 2 public rows
- Reading
- Not comparable
Multilingual
Not comparable- Inkling-Small
- Not ranked
- Ling 3.0 Flash Sante
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Instruction following
Not comparable- Inkling-Small
- 93.3
- #10/152
- Ling 3.0 Flash Sante
- Not ranked
- Basis
- Provisional lane · 1 vs 0 weighted rows
- Reading
- Not comparable
Math
Not comparable- Inkling-Small
- 69.8
- #5/12
- Ling 3.0 Flash Sante
- Not ranked
- Basis
- Provisional lane · 4 vs 0 weighted rows
- Reading
- Not comparable
| Category | Inkling-Small | Ling 3.0 Flash Sante | Basis | Reading |
|---|---|---|---|---|
| Agentic | 36.7Supported · #80/132 | Not ranked | Not comparableBenchAlign v5.8 lane · 5 vs 4 public rows | Not comparable |
| Coding | 37.6Supported · #73/153 | Not ranked | Not comparableBenchAlign v5.8 lane · 6 vs 0 public rows | Not comparable |
| Reasoning | 55.0Unranked · 4 rankable rows | 73.4Unranked · 1 rankable row | Not comparableProvisional lane · 1 vs 0 weighted rows | Not comparable |
| Multimodal | 67.5#37/55 | Not ranked | Not comparableProvisional lane · 2 vs 0 weighted rows | Not comparable |
| Knowledge | 54.8Supported · #63/187 | Not ranked | Not comparableBenchAlign v5.8 lane · 6 vs 2 public rows | Not comparable |
| Multilingual | Not ranked | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Instruction following | 93.3#10/152 | Not ranked | Not comparableProvisional lane · 1 vs 0 weighted rows | Not comparable |
| Math | 69.8#5/12 | Not ranked | Not comparableProvisional lane · 4 vs 0 weighted rows | Not comparable |
Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.8) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.
Supported evidence per lane · bars run 0–100Methodology
What each workload costs
Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.
Chat turn
1K fresh input + 500 output tokens
- Inkling-Small
- $0.0013
- Fits in one request
- Ling 3.0 Flash Sante
- Self-hosted; infrastructure cost varies
- Fits in one request
Ling 3.0 Flash Sante has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Inkling-Small
- $0.03332
- Fits in one request
- Ling 3.0 Flash Sante
- Self-hosted; infrastructure cost varies
- Fits in one request
Ling 3.0 Flash Sante has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Inkling-Small
- $0.0492
- Fits in one request
- Ling 3.0 Flash Sante
- Self-hosted; infrastructure cost varies
- Fits in one request
- Cached-input rate unavailable
Ling 3.0 Flash Sante has no comparable published API token rate.
Cached input falls back to the list input rate only where a cached rate is unpublished
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationInkling-SmallLing 3.0 Flash Sante
Context window
Maximum documented context; output-token limits may be lower.
Inkling-Small
1M
Ling 3.0 Flash Sante
API model ID
Inkling-Small
Not sourced
Ling 3.0 Flash Sante
Not sourced
Cached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Inkling-Small
$0.116 per 1M cached input tokens
Ling 3.0 Flash Sante
No comparable hosted API rate
InclusionAI Ling-3.0-flash-Sante model cardDocumented inputs
Inkling-Small
Not sourced
Ling 3.0 Flash Sante
Not sourced
Documented outputs
Inkling-Small
Not sourced
Ling 3.0 Flash Sante
Not sourced
Provider availability
Inkling-Small
Not sourced
Ling 3.0 Flash Sante
Not sourced
Reasoning profile
Inkling-Small
Hybrid
Ling 3.0 Flash Sante
Reasoning
Weight access
Inkling-Small
Open Weight
Ling 3.0 Flash Sante
Open Weight
License
Inkling-Small
Open Weight
Ling 3.0 Flash Sante
Open Weight
Release date
Inkling-Small
2026-07-30
Ling 3.0 Flash Sante
2026-10-19
If you already use one of these models
- Deployment change
- The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
- Quality signal
- At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- Inkling-Small has the larger documented window (1M).
Run the same representative tasks against both endpoints before changing production traffic.
Questions
Which is better, Inkling-Small or Ling 3.0 Flash Sante?
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. The page therefore keeps the decision tied to the specific documented workload.
Which is better for coding, Inkling-Small or Ling 3.0 Flash Sante?
Ling 3.0 Flash Sante is not ranked on the public lane for coding, so no winner is named for coding.
Which is better for agentic tasks, Inkling-Small or Ling 3.0 Flash Sante?
Ling 3.0 Flash Sante is not ranked on the public lane for agentic tasks, so no winner is named for agentic tasks.
Which costs less, Inkling-Small or Ling 3.0 Flash Sante?
Both models do not have comparable published API token rates, so this page does not name a universal price winner.
Which has the larger context window, Inkling-Small or Ling 3.0 Flash Sante?
Inkling-Small has the larger documented context window: 1M, compared with 262K.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
Inkling-Small
API / mo$1,515
Self-host / moNot listed
Break-even—
Proprietary model — self-hosting not applicable.
Ling 3.0 Flash Sante
API / mo$0
Self-host / mo$3,495
Break-even—
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence32 rows
Agentic
Terminal-Bench 2.1
Inkling-Small64.7%SourceLing 3.0 Flash Sante—Not directly comparable
BrowseComp
Inkling-Small77.4%SourceLing 3.0 Flash Sante80.2%SourceLing 3.0 Flash Sante leads this result
MCP Atlas
Inkling-Small79.6%SourceLing 3.0 Flash Sante75.6%SourceInkling-Small leads this result
Toolathlon-Verified
Inkling-Small54.4%SourceLing 3.0 Flash Sante—Not directly comparable
Terminal-Bench 2.1 (Vals)
Inkling-Small55.1%SourceLing 3.0 Flash Sante—Not directly comparable
DeepSearchQA
Inkling-Small—Ling 3.0 Flash Sante90.8%SourceNot directly comparable
HLE w/ tools
Inkling-Small—Ling 3.0 Flash Sante57.1%SourceNot directly comparable
Coding
SWE-bench Verified
Inkling-Small80.2%SourceLing 3.0 Flash Sante—Not directly comparable
SWE-bench Pro
Inkling-Small55.9%SourceLing 3.0 Flash Sante—Not directly comparable
Terminal-Bench 2.1
Inkling-Small64.7%SourceLing 3.0 Flash Sante—Not directly comparable
SciCode
Inkling-Small48.7%SourceLing 3.0 Flash Sante—Not directly comparable
LiveCodeBench (Vals)
Inkling-Small85.9%SourceLing 3.0 Flash Sante—Not directly comparable
SWE-bench (Vals)
Inkling-Small82.2%SourceLing 3.0 Flash Sante—Not directly comparable
Reasoning
Multimodal
Knowledge
GPQA
Inkling-Small89.5%SourceLing 3.0 Flash Sante—Not directly comparable
GPQA-D
Inkling-Small89.5%SourceLing 3.0 Flash Sante—Not directly comparable
HLE
Inkling-Small47.8%SourceLing 3.0 Flash Sante—Not directly comparable
HLE w/o tools
Inkling-Small31.6%SourceLing 3.0 Flash Sante—Not directly comparable
GPQA Diamond (Vals)
Inkling-Small83.6%SourceLing 3.0 Flash Sante—Not directly comparable
MMLU-Pro (Vals)
Inkling-Small85.6%SourceLing 3.0 Flash Sante—Not directly comparable
HealthBench Professional
Inkling-Small—Ling 3.0 Flash Sante54.3%SourceNot directly comparable
MedXpertQA (Text)
Inkling-Small—Ling 3.0 Flash Sante51.0%SourceNot directly comparable
Instruction following
IFBench
Inkling-Small82.2%SourceLing 3.0 Flash Sante—Not directly comparable
Math
AIME26
Inkling-Small95.5%SourceLing 3.0 Flash Sante—Not directly comparable
HMMT Feb 2026
Inkling-Small90.2%SourceLing 3.0 Flash Sante—Not directly comparable
FrontierMath v2 (Tiers 1-3)
Inkling-Small46.316%SourceLing 3.0 Flash Sante—Not directly comparable
FrontierMath v2 (Tier 4)
Inkling-Small17.073%SourceLing 3.0 Flash Sante—Not directly comparable
32 public results · 2 shared
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Last updated October 20, 2026