Model comparison
Hy3 vs Inkling
Head-to-head evidence from 13 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: Hy3 unranked; Inkling #17
BenchAlign evidence: Hy3 estimated; Inkling not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Hy3 and Inkling share 13 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Hy3; 19 to Inkling.
Updated July 16, 2026- Shared results
- 13
- Hy3 only
- 1
- Inkling only
- 19
- Comparable categories
- 0 / 8
Benchmark data for Hy3 and Inkling is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 13 shared benchmark results across 4 evidence categories; 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 $0.00 input / $0.00 output per 1M tokens for Hy3. Inkling has the larger context window at 1M, compared with 256K for Hy3.
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 | Hy3 | Δ | Inkling |
|---|---|---|---|
| Agentic | Hy3Not measured | MarginNo overlap | Inkling69.4 |
| Coding | Hy3Not measured | MarginNo overlap | Inkling68.6 |
| Knowledge | Hy3Not measured | MarginNo overlap | Inkling51.7 |
| Math | Hy3Not measured | MarginNo overlap | Inkling97.1 |
| Multimodal | Hy3Not measured | MarginNo overlap | Inkling76.5 |
| Inst. Following | Hy3Not measured | MarginNo overlap | Inkling79.8 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Hy3 | Inkling | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Hy3$0 input / $0 output | Inkling$1.87 input / $4.68 output | Hy3 has the lower combined listed price. |
| Generation speedtokens per second | Hy3Not available | InklingNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Hy3Not available | InklingNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Hy3256K | Inkling1M | Inkling lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | Hy3 | Inkling | Result |
|---|---|---|---|
| AA Agentic IndexSource | 30.7% | 32.3% | Inkling leads |
| GDPval-AASource | 35.7% | 36.9% | Inkling leads |
| GDPval-AASource | 1214 | 1239 | Inkling leads |
| 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 |
| AA BriefcaseSource | — | 836 | Not comparable |
| AA Tau3 BankingSource | — | 23.7% | Not comparable |
Coding5 benchmarks
Reasoning2 benchmarks
Knowledge10 benchmarks
| Benchmark | Hy3 | Inkling | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 41.2% | 40.7% | Hy3 leads |
| AA-GPQA DiamondSource | 89.7% | 87.2% | Hy3 leads |
| AA-HLESource | 31.6% | 29.7% | Hy3 leads |
| AA-Omniscience IndexSource | -18.5% | 2.1% | Inkling leads |
| AA-Omniscience AccuracySource | 31.5% | 40.0% | Inkling leads |
| AA-Omniscience Hallucination RateSource | 73.0% | 63.1% | Inkling leads |
| GPQASource | — | 87.9% | Not comparable |
| GPQA-DSource | — | 87.9% | Not comparable |
| HLESource | — | 46% | Not comparable |
| HLE w/o toolsSource | — | 30% | Not comparable |
Math1 benchmarks
| Benchmark | Hy3 | Inkling | Result |
|---|---|---|---|
| AIME26Source | — | 97.1% | Not comparable |
Multimodal5 benchmarks
Inst. Following1 benchmarks
| Benchmark | Hy3 | Inkling | Result |
|---|---|---|---|
| IFBenchSource | — | 79.8% | Not comparable |
Frequently Asked Questions (3)
Can I compare Hy3 and Inkling 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 Hy3 and Inkling today?
Hy3: $0.00 input / $0.00 output per 1M tokens Inkling: $1.87 input / $4.68 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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