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BenchLM
Data

Inkling 2 Small vs Qwen3.6-27B

Updated November 7, 2026. Rank says Inkling 2 Small is ahead. Price, access, and your workload can each overturn that. Public scores include evidence status and uncertainty.

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Decision reading

Inkling 2 Small has the higher public point estimate, 59.06 versus 48.46. Their conditional score ranges overlap. These ranges do not establish rank confidence. 5 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.

Model A
Thinking Machines Lab logo

Thinking Machines Lab

59.06/100

Estimated · Public rank #56

Conditional range 44.7–73.4

Model B
Alibaba logo

Alibaba

48.46/100

Estimated · Public rank #104

Conditional range 34.1–62.8

Shared results
5
Inkling 2 Small only
20
Qwen3.6-27B only
35
Like-for-like categories
2 / 8
Estimated: Inkling 2 Small and Qwen3.6-27B. Conditional ranges do not establish rank confidence.How 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.

  • Coding work

    Code generation, repair, and software-engineering tasks

    Inkling 2 Small

    Inkling 2 Small has the higher public coding point estimate, 59.7 to 35.7, with Supported evidence for both models. The conditional ranges do not establish rank confidence.

    Confidence: limited
  • Agentic work

    Tool use, computer use, and multi-step task completion

    Inkling 2 Small

    Inkling 2 Small has the higher public agentic point estimate, 59.9 to 29.6, with Supported evidence for both models. The conditional ranges do not establish rank confidence.

    Confidence: limited
  • Long documents

    Prompts that approach the documented context limit

    Inkling 2 Small

    Inkling 2 Small has the larger documented context window.

    Confidence: documented
Show secondary and unsupported calls
  • Chat 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-rates
  • Cache-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-rates
  • Repository 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.

59.7Inkling 2 Small35.7Qwen3.6-27B

Like-for-like · BenchAlign v5.8

Inkling 2 Small has the higher coding point estimate. Conditional score ranges do not establish rank confidence.

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.

2 categories rest on Estimated evidence or different evidence sets. Those rows remain visible for coverage context but do not name a winner.

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.

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

Like-for-like
Inkling 2 Small
59.9
Supported · #26/131
Qwen3.6-27B
29.6
Supported · #105/131
Basis
BenchAlign v5.8 lane · 5 vs 6 public rows
Reading
Inkling 2 Small leads

Coding

Like-for-like
Inkling 2 Small
59.7
Supported · #20/157
Qwen3.6-27B
35.7
Supported · #82/157
Basis
BenchAlign v5.8 lane · 6 vs 7 public rows
Reading
Inkling 2 Small leads · intervals overlap

Multimodal

Directional only
Inkling 2 Small
86.6
#12/59
Qwen3.6-27B
66.2
#40/59
Basis
Provisional lane · 1 vs 2 weighted rows
Reading
Directional only

Knowledge

Directional only
Inkling 2 Small
60.4
Estimated · #46/178
Qwen3.6-27B
46.8
Estimated · #92/178
Basis
BenchAlign v5.8 lane · 2 vs 6 public rows
Reading
Directional only

Reasoning

Not comparable
Inkling 2 Small
86.1
Unranked · 2 rankable rows
Qwen3.6-27B
76.4
Unranked · 2 rankable rows
Basis
Provisional lane · 1 vs 0 weighted rows
Reading
Not comparable

Multilingual

Not comparable
Inkling 2 Small
Not ranked
Qwen3.6-27B
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Instruction following

Not comparable
Inkling 2 Small
Not ranked
Qwen3.6-27B
82.4
#59/157
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Math

Not comparable
Inkling 2 Small
85.9
Unranked · 2 rankable rows
Qwen3.6-27B
56.4
#7/12
Basis
Provisional lane · 1 vs 3 weighted rows
Reading
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 2 Small
$0.0008
Fits in one request
Qwen3.6-27B
Self-hosted; infrastructure cost varies
Fits in one request

Qwen3.6-27B has no comparable published API token rate.

Repository review

50K fresh input + 3K output tokens

Inkling 2 Small
$0.018
Fits in one request
Qwen3.6-27B
Self-hosted; infrastructure cost varies
Fits in one request

Qwen3.6-27B has no comparable published API token rate.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Inkling 2 Small
$0.022
Fits in one request
Qwen3.6-27B
Self-hosted; infrastructure cost varies
Fits in one request
Cached-input rate unavailable

Qwen3.6-27B 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.

Context window

Maximum documented context; output-token limits may be lower.

Inkling 2 Small

Qwen3.6-27B

262K

API model ID

Inkling 2 Small

Not sourced

Qwen3.6-27B

Not sourced

Cached-input rate

A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.

Inkling 2 Small

$0.03 per 1M cached input tokens

Tinker models and pricing

Qwen3.6-27B

No comparable hosted API rate

Documented inputs

Inkling 2 Small

Not sourced

Qwen3.6-27B

Not sourced

Documented outputs

Inkling 2 Small

Not sourced

Qwen3.6-27B

Not sourced

Provider availability

Inkling 2 Small

Not sourced

Qwen3.6-27B

Not sourced

Reasoning profile

Inkling 2 Small

Hybrid

Qwen3.6-27B

Reasoning

Weight access

Inkling 2 Small

Proprietary

Qwen3.6-27B

Open Weight

License

Inkling 2 Small

Proprietary

Qwen3.6-27B

Open Weight

Release date

Inkling 2 Small

2026-11-05

Qwen3.6-27B

2026-04-21

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
Inkling 2 Small has the higher public point estimate, 59.06 versus 48.46. Their conditional score ranges overlap. These ranges do not establish rank confidence.
Workload cost
A complete comparable API-rate estimate is not available for both models.
Context tradeoff
Inkling 2 Small has the larger documented window (1M).
Run the same representative tasks against both endpoints before changing production traffic.

Questions

Which is better, Inkling 2 Small or Qwen3.6-27B?

Inkling 2 Small has the higher public point estimate, 59.06 versus 48.46. Their conditional score ranges overlap. These ranges do not establish rank confidence. The page therefore keeps the decision tied to the specific documented workload.

Which is better for coding, Inkling 2 Small or Qwen3.6-27B?

Inkling 2 Small has the higher public coding point estimate, 59.7 to 35.7, with Supported evidence for both models. The conditional ranges do not establish rank confidence.

Which is better for agentic tasks, Inkling 2 Small or Qwen3.6-27B?

Inkling 2 Small has the higher public agentic tasks point estimate, 59.9 to 29.6, with Supported evidence for both models. The conditional ranges do not establish rank confidence.

Which costs less, Inkling 2 Small or Qwen3.6-27B?

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 2 Small or Qwen3.6-27B?

Inkling 2 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 2 Small
API / mo$975
Self-host / moNot listed
Break-even—
Proprietary model — self-hosting not applicable.
Qwen3.6-27B
API / mo$0
Self-host / mo$298
Break-even—
Model the full 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 evidence60 rows

Agentic

  • Terminal-Bench 2.1

    Inkling 2 Small85.1%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • BrowseComp

    Inkling 2 Small90.2%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • DeepSearchQA

    Inkling 2 Small90.9%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • MCP Atlas

    Inkling 2 Small85%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • JobBench

    Inkling 2 Small70.5%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • Terminal-Bench 2.0

    Inkling 2 Small—
    Qwen3.6-27B59.3%
    Source

    Not directly comparable

  • Claw-Eval

    Inkling 2 Small—
    Qwen3.6-27B72.4%
    Source

    Not directly comparable

  • QwenClawBench

    Inkling 2 Small—
    Qwen3.6-27B53.4%
    Source

    Not directly comparable

  • QwenWebBench

    Inkling 2 Small—
    Qwen3.6-27B1487
    Source

    Not directly comparable

  • AndroidWorld

    Inkling 2 Small—
    Qwen3.6-27B70.3%
    Source

    Not directly comparable

  • Gert Labs

    Inkling 2 Small—
    Qwen3.6-27B54.84%
    Source

    Not directly comparable

Coding

  • SWE-bench Verified

    Inkling 2 Small82.2%
    Source
    Qwen3.6-27B77.2%
    Source

    Inkling 2 Small leads this result

  • SWE Multilingual

    Inkling 2 Small81.2%
    Source
    Qwen3.6-27B71.3%
    Source

    Inkling 2 Small leads this result

  • sweMarathon

    Inkling 2 Small38.8%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • Terminal-Bench 2.1

    Inkling 2 Small85.1%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • DeepSWE

    Inkling 2 Small72.1%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • PostTrainBench v1.2

    Inkling 2 Small31.9%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • SWE-bench Pro

    Inkling 2 Small—
    Qwen3.6-27B53.5%
    Source

    Not directly comparable

  • Terminal-Bench 2.0

    Inkling 2 Small—
    Qwen3.6-27B59.3%
    Source

    Not directly comparable

  • LiveCodeBench v6

    Inkling 2 Small—
    Qwen3.6-27B83.9%
    Source

    Not directly comparable

  • NL2Repo

    Inkling 2 Small—
    Qwen3.6-27B36.2%
    Source

    Not directly comparable

  • SWE-bench (Vals)

    Inkling 2 Small—
    Qwen3.6-27B70.0%
    Source

    Not directly comparable

Reasoning

  • LongBench v2

    Inkling 2 Small70.6%
    Source
    Qwen3.6-27B—

    Not directly comparable

Multimodal

  • CharXiv

    Inkling 2 Small87.7%
    Source
    Qwen3.6-27B78.4%
    Source

    Inkling 2 Small leads this result

  • CharXiv w/o tools

    Inkling 2 Small85.6%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • Chartography (no tools)

    Inkling 2 Small36.7%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • Chartography (tools)

    Inkling 2 Small80.4%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • BabyVision

    Inkling 2 Small68.6%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • BabyVision w/ Python

    Inkling 2 Small93.7%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • ScreenSpot Pro

    Inkling 2 Small83.8%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • PerceptionBench

    Inkling 2 Small64.7%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • MathVision

    Inkling 2 Small92.8%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • MMMU

    Inkling 2 Small—
    Qwen3.6-27B82.9%
    Source

    Not directly comparable

  • MMMU-Pro

    Inkling 2 Small—
    Qwen3.6-27B75.8%
    Source

    Not directly comparable

  • RealWorldQA

    Inkling 2 Small—
    Qwen3.6-27B84.1%
    Source

    Not directly comparable

  • DynaMath

    Inkling 2 Small—
    Qwen3.6-27B85.6%
    Source

    Not directly comparable

  • MStar

    Inkling 2 Small—
    Qwen3.6-27B81.4%
    Source

    Not directly comparable

  • SimpleVQA

    Inkling 2 Small—
    Qwen3.6-27B56.1%
    Source

    Not directly comparable

  • CC-OCR

    Inkling 2 Small—
    Qwen3.6-27B81.2%
    Source

    Not directly comparable

  • CountBench

    Inkling 2 Small—
    Qwen3.6-27B97.8%
    Source

    Not directly comparable

  • RefCOCO (avg)

    Inkling 2 Small—
    Qwen3.6-27B92.5%
    Source

    Not directly comparable

  • ERQA

    Inkling 2 Small—
    Qwen3.6-27B62.5%
    Source

    Not directly comparable

  • Video-MME (with subtitle)

    Inkling 2 Small—
    Qwen3.6-27B87.7%
    Source

    Not directly comparable

  • VideoMMMU

    Inkling 2 Small—
    Qwen3.6-27B84.4%
    Source

    Not directly comparable

  • MLVU (M-Avg)

    Inkling 2 Small—
    Qwen3.6-27B86.6%
    Source

    Not directly comparable

  • V*

    Inkling 2 Small—
    Qwen3.6-27B94.7%
    Source

    Not directly comparable

Knowledge

  • GPQA

    Inkling 2 Small93%
    Source
    Qwen3.6-27B87.8%
    Source

    Inkling 2 Small leads this result

  • GPQA-D

    Inkling 2 Small93.0%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • MMLU-Pro

    Inkling 2 Small—
    Qwen3.6-27B86.2%
    Source

    Not directly comparable

  • MMLU-Redux

    Inkling 2 Small—
    Qwen3.6-27B93.5%
    Source

    Not directly comparable

  • SuperGPQA

    Inkling 2 Small—
    Qwen3.6-27B66%
    Source

    Not directly comparable

  • C-Eval

    Inkling 2 Small—
    Qwen3.6-27B91.4%
    Source

    Not directly comparable

  • HLE

    Inkling 2 Small—
    Qwen3.6-27B24%
    Source

    Not directly comparable

Math

  • HMMT Feb 2026

    Inkling 2 Small95.8%
    Source
    Qwen3.6-27B84.3%
    Source

    Inkling 2 Small leads this result

  • Apex

    Inkling 2 Small63.5%
    Source
    Qwen3.6-27B—

    Not directly comparable

  • HMMT Feb 2025

    Inkling 2 Small—
    Qwen3.6-27B93.8%
    Source

    Not directly comparable

  • HMMT Nov 2025

    Inkling 2 Small—
    Qwen3.6-27B90.7%
    Source

    Not directly comparable

  • MMAnswerBench

    Inkling 2 Small—
    Qwen3.6-27B80.8%
    Source

    Not directly comparable

  • AIME26

    Inkling 2 Small—
    Qwen3.6-27B94.1%
    Source

    Not directly comparable

  • FrontierMath v2 (Tiers 1-3)

    Inkling 2 Small—
    Qwen3.6-27B35.088%
    Source

    Not directly comparable

60 public results · 5 shared

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Last updated November 7, 2026