Model comparison
Inkling vs Trinity-Large-Preview
Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: Inkling #17; Trinity-Large-Preview unranked
BenchAlign evidence: Inkling not scored; Trinity-Large-Preview estimated. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Inkling and Trinity-Large-Preview share 1 comparable benchmark result. 0 of 8 categories are comparable. 15 results are unique to Inkling; 18 to Trinity-Large-Preview.
Updated July 15, 2026- Shared results
- 1
- Inkling only
- 15
- Trinity-Large-Preview only
- 18
- Comparable categories
- 0 / 8
Benchmark data for Inkling and Trinity-Large-Preview is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Inkling is priced at $1.87 input / $4.68 output per 1M tokens, versus $0.25 input / $1.00 output per 1M tokens for Trinity-Large-Preview. Inkling has the larger context window at 1M, compared with 512K for Trinity-Large-Preview.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Inkling | Δ | Trinity-Large-Preview |
|---|---|---|---|
| Agentic | Inkling69.4 | MarginNo overlap | Trinity-Large-PreviewNot measured |
| Coding | Inkling68.6 | MarginNo overlap | Trinity-Large-PreviewNot measured |
| Knowledge | Inkling51.7 | MarginNo overlap | Trinity-Large-PreviewNot measured |
| Math | Inkling97.1 | MarginNo overlap | Trinity-Large-PreviewNot measured |
| Multimodal | Inkling76.5 | MarginNo overlap | Trinity-Large-PreviewNot measured |
| Inst. Following | Inkling79.8 | MarginNo overlap | Trinity-Large-PreviewNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Inkling | Trinity-Large-Preview | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Inkling$1.87 input / $4.68 output | Trinity-Large-Preview$0.25 input / $1 output | Trinity-Large-Preview has the lower combined listed price. |
| Generation speedtokens per second | InklingNot available | Trinity-Large-PreviewNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | InklingNot available | Trinity-Large-PreviewNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Inkling1M | Trinity-Large-Preview512K | Inkling lists the larger context window. |
Benchmark Deep Dive
Agentic7 benchmarks
| Benchmark | Inkling | Trinity-Large-Preview | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 63.8% | — | Not comparable |
| BrowseCompSource | 77.1% | — | Not comparable |
| MCP AtlasSource | 74.1% | — | Not comparable |
| Design Arena Agentic Web DevSource | 1258 | — | Not comparable |
| τ²-bench resultsSource | — | 90.1% | Not comparable |
| GDPval-AASource | — | 2.7% | Not comparable |
| GDPval-AASource | — | 554 | Not comparable |
Coding5 benchmarks
Reasoning2 benchmarks
Knowledge12 benchmarks
| Benchmark | Inkling | Trinity-Large-Preview | Result |
|---|---|---|---|
| GPQASource | 87.9% | — | Not comparable |
| GPQA-DSource | 87.9% | 63.3% | Inkling leads |
| HLESource | 46% | — | Not comparable |
| HLE w/o toolsSource | 30% | — | Not comparable |
| MMLUSource | — | 87.2% | Not comparable |
| MMLU-Pro (Arcee)Source | — | 75.2% | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 24.5% | Not comparable |
| AA-GPQA DiamondSource | — | 75.2% | Not comparable |
| AA-HLESource | — | 14.7% | Not comparable |
| AA-Omniscience IndexSource | — | -44.2% | Not comparable |
| AA-Omniscience AccuracySource | — | 22.8% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 86.6% | Not comparable |
Math2 benchmarks
Multimodal4 benchmarks
Frequently Asked Questions (3)
Can I compare Inkling and Trinity-Large-Preview on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Inkling and Trinity-Large-Preview today?
Inkling: $1.87 input / $4.68 output per 1M tokens Trinity-Large-Preview: $0.25 input / $1.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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