Inkling Small vs Grok 4.6
Inkling Small comes out ahead, 70 to 65 on our weighted score, and it is the cheaper option too.
- Our pick
Thinking Machines
Inkling Small
70/100- ECI150.2
- Price$0.50 / $1.20
- Context1.05M
xAI
Grok 4.6
65/100- ECI156.6
- Price$2.00 / $6.00
- Context500K
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Make it a three-way comparison.
Inkling Small is our pick
Inkling Small is the better all-round choice, scoring 70/100 against Grok 4.6 (65). It leads on price and context window. Grok 4.6 wins on capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGrok 4.6Capabilities Index (ECI): Grok 4.6 156.6 · Inkling Small 150.2
- Lowest priceInkling SmallInkling Small $0.675 · Grok 4.6 $3.00 per 1M tokens (3:1 blend)
- Longest contextInkling SmallInkling Small 1,048,576 · Grok 4.6 500,000 tokens
- Widest inputsInkling SmallInkling Small: Text, Images, Audio · Grok 4.6: Text, Images
- Self-hostingInkling SmallPublishes downloadable weights (Apache-2.0)
| Measure | Weight | Inkling Small | Grok 4.6 |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 78 | 86 |
| Price | 25% | 58 | 27 |
| Inputs & features | 15% | 70 | 70 |
| Context window | 10% | 61 | 48 |
| Overall | 100% | 70/100 | 65/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 150.2 | 156.6 (best) |
| ECI rank | #47 of 148 | #19 of 148 (best) |
| GPQA DiamondGraduate-level science questions | 88.5% | 94.0% (best) |
| FrontierMath Tiers 1–3Research-level mathematics | 46.3% | 66.0% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 90.0% | 99.2% (best) |
| SimpleQA VerifiedShort factual questions | 19.1% | 49.3% (best) |
| Price per million tokens | ||
| Input | $0.50 (best) | $2.00 |
| Output | $1.20 (best) | $6.00 |
| Cached input | — | $0.50 |
| Blended (3:1) | $0.675 (best) | $3.00 |
| Long-context rate | Same rate | Over 200K: $4.00 / $12.00 |
| Price source | Median of 11 providers | Official xAI API |
| Limits | ||
| Context window | 1,048,576 tokens (best) | 500,000 tokens |
| Max output | 1,048,576 tokens (best) | 500,000 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | No | No |
| Audio | Yes | No |
| Video | No | No |
| Reasoning | Yes | Yeslow · medium · high · xhigh |
| Tool calling | Yes | Yes |
| Structured output | No | Yes |
| Availability | ||
| Weights | OpenApache-2.0 | Proprietary |
| API model ID | — | grok-4.6 |
| API providers | 11 | 29 (best) |
| Released | Jul 30, 2026 | Aug 12, 2026 |
| Knowledge cutoff | — | Feb 1, 2026 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
Inkling Small$7.40
Grok 4.6$32.00
Which should you choose?
Which is better: Inkling Small or Grok 4.6?
Inkling Small is the better all-round choice, scoring 70/100 against Grok 4.6 (65). It leads on price and context window. Grok 4.6 wins on capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Inkling Small or Grok 4.6?
Inkling Small is cheaper at $0.50 input / $1.20 output per million tokens (median across 11 API providers). Grok 4.6 costs $2.00 input / $6.00 output per million tokens (official xAI API price). At a typical mix of three input tokens to one output token, that is $0.675 per million tokens for Inkling Small versus $3.00 for Grok 4.6 (4.4× as much).
Which scores higher on benchmarks?
Grok 4.6 scores higher on the Capabilities Index (ECI): Grok 4.6 156.6 (#19 of 148) and Inkling Small 150.2 (#47 of 148). Their confidence ranges do not overlap (154.7–158.9 vs 147.5–152.1), so the gap is a real one. On individual benchmarks: GPQA Diamond — Grok 4.6 94.0%, Inkling Small 88.5%; FrontierMath Tiers 1–3 — Grok 4.6 66.0%, Inkling Small 46.3%; OTIS Mock AIME 2024–2025 — Grok 4.6 99.2%, Inkling Small 90.0%; SimpleQA Verified — Grok 4.6 49.3%, Inkling Small 19.1%.
Which is better for coding?
There are no published SWE-bench Verified results for Inkling Small and Grok 4.6 yet, so there is no like-for-like coding score. On overall capability, Grok 4.6 leads, which tends to carry over to coding, but test on your own codebase. Both support tool calling for agent workflows.
Which has the bigger context window?
Inkling Small has the largest context window at 1,048,576 tokens, against 500,000 for Grok 4.6. Maximum output per response: Inkling Small up to 1,048,576, Grok 4.6 up to 500,000 tokens.
Which can read images, PDFs, audio or video?
Inkling Small accepts text, images and audio; Grok 4.6 accepts text and images. Inkling Small handles the widest range of inputs.
Are any of these open source?
Inkling Small publishes its weights (Apache-2.0) and can be self-hosted; Grok 4.6 is proprietary.
Which is newer?
Grok 4.6 is the newest, released Aug 12, 2026. Inkling Small came out Jul 30, 2026. Knowledge cutoff: Grok 4.6 Feb 1, 2026.
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.