TL;DRInkling by Thinking Machines Lab scores 52.58 overall, costs $1.87 per 1M input tokens and $4.68 per 1M output tokens, and carries a context window of 1M tokens — observed 2026-10-23.
Canonical idinkling
Access typeOpen Weight
Blended $/1M$2.5775% input / 25% output
Capability shape
Seven axes from the ranking source. A missing axis is drawn as a gap.
Capability evidence
Multimodal & Grounded67.8 Instruction Following87.6 Runtime service evidence
Measured values with the date they were observed. Nothing is inferred from a sibling model or a provider claim.
Time to first token: latency to the first answer chunk (Artificial Analysis, via BenchLM). Reasoning models include thinking time, so values can run to tens or hundreds of seconds.
Evidence key: Observed
Runtime measurements| Measurement | Value | Observed | Last good | Evidence |
|---|
| Time to first token | 10.7 s | 2026-10-23 | 2026-10-23 | |
| Throughput | 223 tok/s | 2026-10-23 | 2026-10-23 | |
Regional or per-endpoint measurements appear only when the API supplies them; none are modelled here.
Endpoint and price matrix
Every published price component, including cache reads and writes.
Price components| Component | USD | Evidence |
|---|
| Input / 1M tokens | $1.87 | |
| Output / 1M tokens | $4.68 | |
| Cache read / 1M tokens | $0.37 | |
| Cache write / 1M tokens | Unavailable | |
| Blended / 1M (75% input / 25% output) | $2.57 | |
| Cost per successful task (LiveBench) | Unavailable | |
Self-hosted listingThinking Machines Lab's Tinker pricing docs list the 64K Inkling tier at $1.87 prefill / $0.374 cached prefill / $4.68 sample per million tokens during a limited-time 50% discount. The hosted 256K tier costs $3.74 / $0.748 cached / $9.36, while the released checkpoint supports up to 1M tokens when self-hosted. BenchLM stores the lower-context hosted tier as the headline API rate and the model's architectural context ceiling separately.The rates above are a hosted price matched from another provider, not a first-party list price.
Workload-aware monthly cost example
10 conversations per day × 8 messages × 22 active days, 1200 input and 400 output tokens per message, no cache. This uses the same calculator as the cost simulator, so an unavailable applicable rate makes the example unavailable too.
Modelled monthly cost$7.24
Modelled tokens2.82M
Benchmark record
50 matched benchmark rows with their published value, unit, and provenance.
Lifecycle and limitations log
Lifecycle events the source associates with this model, plus what this profile does not claim.
No lifecycle event references this model.That is not evidence the model has no lifecycle plan — only that this source published none.
What this profile does not claimValues are reproduced exactly as their sources published them, in the units those sources declared; none are converted, interpolated, or averaged across providers. Any field marked unavailable was attempted and not returned — the attempt timestamp is in each badge. Last attempted fetch for this model’s score: 2026-10-23 13:17 UTC.
ModelScale