Inkling vs Claude Opus 4.1 vs Qwen3.6 Max Preview
Inkling comes out ahead, 59 to 54 and 49 on our weighted score, though Qwen3.6 Max Preview is 43% cheaper per token.
- Our pick
Thinking MachinesInkling
59/100- ECI148.6
- Price$3.74 / $9.36
- Context1.05M
AnthropicClaude Opus 4.1
49/100- ECI144.1
- Price$15.00 / $75.00
- Context200K
Alibaba (Qwen)Qwen3.6 Max Preview
54/100- ECI149.2
- Price$1.30 / $7.80
- Context262K
Inkling is our pick
Inkling is the better all-round choice, scoring 59/100 against Qwen3.6 Max Preview (54) and Claude Opus 4.1 (49). It leads on context window. Qwen3.6 Max Preview wins on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityQwen3.6 Max PreviewCapabilities Index (ECI): Qwen3.6 Max Preview 149.2 · Inkling 148.6 · Claude Opus 4.1 144.1
- Lowest priceQwen3.6 Max PreviewQwen3.6 Max Preview $2.92 · Inkling $5.14 · Claude Opus 4.1 $30.00 per 1M tokens (3:1 blend)
- Longest contextInklingInkling 1,048,576 · Qwen3.6 Max Preview 262,144 · Claude Opus 4.1 200,000 tokens
- Widest inputsInkling and Claude Opus 4.1Inkling: Text, Images, Audio · Claude Opus 4.1: Text, Images, PDFs · Qwen3.6 Max Preview: Text
- Self-hostingInklingPublishes downloadable weights (Apache-2.0)
| Measure | Weight | Inkling | Claude Opus 4.1 | Qwen3.6 Max Preview |
|---|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 76 | 71 | 77 |
| Price | 25% | 16 | 0 | 28 |
| Inputs & features | 15% | 70 | 70 | 35 |
| Context window | 10% | 61 | 32 | 37 |
| Overall | 100% | 59/100 | 49/100 | 54/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | InklingThinking Machines | Claude Opus 4.1Anthropic | Qwen3.6 Max PreviewAlibaba (Qwen) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | 148.6 | 144.1 | 149.2 (best) |
| ECI rank | #57 of 148 | #81 of 148 | #54 of 148 (best) |
| GPQA DiamondGraduate-level science questions | 88.3% (best) | 77.3% | 87.4% |
| FrontierMath Tiers 1–3Research-level mathematics | 33.3% (best) | 12.6% | — |
| OTIS Mock AIME 2024–2025Competition mathematics | 88.9% | 68.9% | 91.1% (best) |
| SWE-bench VerifiedFixing real GitHub issues | — | 73.4% | 76.7% (best) |
| SimpleQA VerifiedShort factual questions | 40.3% | — | 52.0% (best) |
| Price per million tokens | |||
| Input | $3.74 | $15.00 | $1.30 (best) |
| Output | $9.36 | $75.00 | $7.80 (best) |
| Cached input | $0.748 | — | $0.13 (best) |
| Blended (3:1) | $5.14 | $30.00 | $2.92 (best) |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Thinking Machines API | Median of 14 providers | Official Alibaba API |
| Limits | |||
| Context window | 1,048,576 tokens (best) | 200,000 tokens | 262,144 tokens |
| Max output | 1,048,576 tokens (best) | 32,000 tokens | 65,536 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | No |
| PDFs | No | Yes | No |
| Audio | Yes | No | No |
| Video | No | No | No |
| Reasoning | Yeslow · medium · high · xhigh · max | Yes | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | No |
| Availability | |||
| Weights | OpenApache-2.0 | Proprietary | Proprietary |
| API model ID | thinkingmachines/Inkling:peft:262144 | — | qwen3.6-max-preview |
| API providers | 23 (best) | 14 | 10 |
| Released | Jul 15, 2026 | Aug 5, 2025 | Apr 20, 2026 |
| Knowledge cutoff | — | Mar 31, 2025 | Apr 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Inkling$56.12
- Claude Opus 4.1$300.00
- Qwen3.6 Max Preview$28.60
Which should you choose?
Which is better: Inkling, Claude Opus 4.1 or Qwen3.6 Max Preview?
Inkling is the better all-round choice, scoring 59/100 against Qwen3.6 Max Preview (54) and Claude Opus 4.1 (49). It leads on context window. Qwen3.6 Max Preview wins on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Inkling, Claude Opus 4.1 or Qwen3.6 Max Preview?
Qwen3.6 Max Preview is cheaper at $1.30 input / $7.80 output per million tokens (official Alibaba API price). Inkling costs $3.74 input / $9.36 output per million tokens (official Thinking Machines API price); Claude Opus 4.1 costs $15.00 input / $75.00 output per million tokens (median across 14 API providers). At a typical mix of three input tokens to one output token, that is $2.92 per million tokens for Qwen3.6 Max Preview versus $5.14 for Inkling (1.8× as much) and $30.00 for Claude Opus 4.1 (10× as much).
Which scores higher on benchmarks?
Qwen3.6 Max Preview scores higher on the Capabilities Index (ECI): Qwen3.6 Max Preview 149.2 (#54 of 148), Inkling 148.6 (#57 of 148) and Claude Opus 4.1 144.1 (#81 of 148). The confidence ranges of the top two overlap (147.6–152.0 vs 145.7–150.6), so treat the gap as small. On individual benchmarks: GPQA Diamond — Inkling 88.3%, Qwen3.6 Max Preview 87.4%, Claude Opus 4.1 77.3%; OTIS Mock AIME 2024–2025 — Qwen3.6 Max Preview 91.1%, Inkling 88.9%, Claude Opus 4.1 68.9%.
Which is better for coding?
There are no published SWE-bench Verified results for Inkling yet, so there is no like-for-like coding score. On overall capability, Qwen3.6 Max Preview leads, which tends to carry over to coding, but test on your own codebase. All three support tool calling for agent workflows.
Which has the bigger context window?
Inkling has the largest context window at 1,048,576 tokens, against 262,144 for Qwen3.6 Max Preview and 200,000 for Claude Opus 4.1. Maximum output per response: Inkling up to 1,048,576, Claude Opus 4.1 up to 32,000, Qwen3.6 Max Preview up to 65,536 tokens.
Which can read images, PDFs, audio or video?
Inkling accepts text, images and audio; Claude Opus 4.1 accepts text, images and PDFs; Qwen3.6 Max Preview accepts text. Inkling handles the widest range of inputs.
Are any of these open source?
Inkling publishes its weights (Apache-2.0) and can be self-hosted; Claude Opus 4.1 and Qwen3.6 Max Preview is proprietary.
Which is newer?
Inkling is the newest, released Jul 15, 2026. Qwen3.6 Max Preview came out Apr 20, 2026; Claude Opus 4.1 came out Aug 5, 2025. Knowledge cutoff: Claude Opus 4.1 Mar 31, 2025, Qwen3.6 Max Preview Apr 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
