Thinking Machines·LLM — weighted competency·Tue 25 Aug 2026
TInkling
Inkling scores 61/100 competency for LLM at $1.76.
High confidence
Competency
61/100
category rank #58
Cost
$1.76/1M tok
blended
Speed
23/100
Slow
Accuracy
—
no data yet
Score history.
Weighted LLM competency · last 12 weeks · weekly snapshot.
61/100
+0 pts vs prior
17 Jul20 Jul23 Jul26 Jul30 Jul2 Aug5 Aug9 Aug12 Aug16 Aug19 Aug22 Aug25 Aug
What it's actually good at.
Score on each business-task subset that goes into the weighted competency.
Customer Service20% of category weight
52
Content Writing15% of category weight
55
Research & Analysis16% of category weight
58
Summarization12% of category weight
62
Translation7% of category weight
65
Reasoning16% of category weight
77
Knowledge14% of category weight
50
Pricing.
Published usage pricing. Figures refresh daily from our pricing sources.
$1.76
Usage pricing
$1.76/1M tok
- Input
- $1.00 / 1M tokens
- Output
- $4.05 / 1M tokens
Where it sits.
Position against the rest of the category. Ranked by weighted competency.
| Rank | Model | Score | Cost | Speed | Δ vs Inkling |
|---|---|---|---|---|---|
| 25 | KKimi K2 Thinking | 66 | $1.08 | 40 / 100 | +5 |
| 26 | THy3 | 65 | $0.24 | 42 / 100 | +4 |
| 27 | XMiMo-V2.5-Pro | 63 | $0.54 | 22 / 100 | +2 |
| 28 | DDeepSeek V3.2 | 63 | $0.32 | 0 / 100 | +2 |
| 29 | XGrok 4.20 0309 v2 | 62 | $1.56 | 40 / 100 | +1 |
| 30 | AQwen3.6 Plus | 62 | $1.13 | 40 / 100 | +1 |
| 31 | OGPT-5.4 mini | 62 | $1.69 | 0 / 100 | +1 |
| 32 | TInkling | 61 | $1.76 | 23 / 100 | — |
| 33 | XMiMo-V2.5 | 60 | $0.18 | 29 / 100 | -1 |
| 34 | KKAT Coder Pro V2 | 58 | $0.53 | 72 / 100 | -3 |
| 35 | XGrok 4.3 | 57 | $1.56 | 40 / 100 | -4 |
| 36 | AQwen3.6 27B | 57 | $1.35 | 40 / 100 | -4 |
| 37 | ZGLM-5-Turbo | 55 | — | 40 / 100 | -6 |
| 38 | OGPT-5.4 nano | 55 | $0.46 | 0 / 100 | -6 |
| 39 | XMiMo-V2-Flash | 54 | — | 40 / 100 | -8 |