Model comparison
Inkling vs Qwen2.5 Coder 32B Instruct
Head-to-head evidence from 4 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: Inkling #17; Qwen2.5 Coder 32B Instruct unranked
BenchAlign evidence: Inkling not scored; Qwen2.5 Coder 32B Instruct supported. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Inkling and Qwen2.5 Coder 32B Instruct share 4 comparable benchmark results. 0 of 8 categories are comparable. 28 results are unique to Inkling; 0 to Qwen2.5 Coder 32B Instruct.
Updated July 16, 2026- Shared results
- 4
- Inkling only
- 28
- Qwen2.5 Coder 32B Instruct only
- 0
- Comparable categories
- 0 / 8
Benchmark data for Inkling and Qwen2.5 Coder 32B Instruct is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 4 shared benchmark results across 2 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 Qwen2.5 Coder 32B Instruct. Inkling has the larger context window at 1M, compared with 128K for Qwen2.5 Coder 32B Instruct.
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 | Qwen2.5 Coder 32B Instruct |
|---|---|---|---|
| Agentic | Inkling69.4 | MarginNo overlap | Qwen2.5 Coder 32B InstructNot measured |
| Coding | Inkling68.6 | MarginNo overlap | Qwen2.5 Coder 32B InstructNot measured |
| Knowledge | Inkling51.7 | MarginNo overlap | Qwen2.5 Coder 32B InstructNot measured |
| Math | Inkling97.1 | MarginNo overlap | Qwen2.5 Coder 32B InstructNot measured |
| Multimodal | Inkling76.5 | MarginNo overlap | Qwen2.5 Coder 32B InstructNot measured |
| Inst. Following | Inkling79.8 | MarginNo overlap | Qwen2.5 Coder 32B InstructNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Inkling | Qwen2.5 Coder 32B Instruct | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Inkling$1.87 input / $4.68 output | Qwen2.5 Coder 32B Instruct$0 input / $0 output | Qwen2.5 Coder 32B Instruct has the lower combined listed price. |
| Generation speedtokens per second | InklingNot available | Qwen2.5 Coder 32B InstructNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | InklingNot available | Qwen2.5 Coder 32B InstructNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Inkling1M | Qwen2.5 Coder 32B Instruct128K | Inkling lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | Inkling | Qwen2.5 Coder 32B Instruct | 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 |
| AA Agentic IndexSource | 32.3% | — | Not comparable |
| GDPval-AASource | 36.9% | — | Not comparable |
| GDPval-AASource | 1239 | — | Not comparable |
| AA BriefcaseSource | 836 | — | Not comparable |
| AA Tau3 BankingSource | 23.7% | — | Not comparable |
Coding5 benchmarks
Reasoning2 benchmarks
Knowledge10 benchmarks
| Benchmark | Inkling | Qwen2.5 Coder 32B Instruct | Result |
|---|---|---|---|
| GPQASource | 87.9% | — | Not comparable |
| GPQA-DSource | 87.9% | — | Not comparable |
| HLESource | 46% | — | Not comparable |
| HLE w/o toolsSource | 30% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 40.7% | 7.1% | Inkling leads |
| AA-GPQA DiamondSource | 87.2% | 41.7% | Inkling leads |
| AA-HLESource | 29.7% | 3.8% | Inkling leads |
| AA-Omniscience IndexSource | 2.1% | — | Not comparable |
| AA-Omniscience AccuracySource | 40.0% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 63.1% | — | Not comparable |
Math1 benchmarks
| Benchmark | Inkling | Qwen2.5 Coder 32B Instruct | Result |
|---|---|---|---|
| AIME26Source | 97.1% | — | Not comparable |
Multimodal4 benchmarks
Inst. Following1 benchmarks
| Benchmark | Inkling | Qwen2.5 Coder 32B Instruct | Result |
|---|---|---|---|
| IFBenchSource | 79.8% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare Inkling and Qwen2.5 Coder 32B Instruct 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 Qwen2.5 Coder 32B Instruct today?
Inkling: $1.87 input / $4.68 output per 1M tokens Qwen2.5 Coder 32B Instruct: $0.00 input / $0.00 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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