Model comparison
DeepSeek R1 Distill Qwen 32B vs Inkling
Head-to-head evidence from 5 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: DeepSeek R1 Distill Qwen 32B unranked; Inkling #17
BenchAlign evidence: DeepSeek R1 Distill Qwen 32B estimated; Inkling not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek R1 Distill Qwen 32B and Inkling share 5 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to DeepSeek R1 Distill Qwen 32B; 27 to Inkling.
Updated July 16, 2026- Shared results
- 5
- DeepSeek R1 Distill Qwen 32B only
- 1
- Inkling only
- 27
- Comparable categories
- 0 / 8
Benchmark data for DeepSeek R1 Distill Qwen 32B and Inkling is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 5 shared benchmark results across 3 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 DeepSeek R1 Distill Qwen 32B. Inkling has the larger context window at 1M, compared with 128K for DeepSeek R1 Distill Qwen 32B.
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 | DeepSeek R1 Distill Qwen 32B | Δ | Inkling |
|---|---|---|---|
| Agentic | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Inkling69.4 |
| Coding | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Inkling68.6 |
| Knowledge | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Inkling51.7 |
| Math | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Inkling97.1 |
| Multimodal | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Inkling76.5 |
| Inst. Following | DeepSeek R1 Distill Qwen 32BNot measured | MarginNo overlap | Inkling79.8 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek R1 Distill Qwen 32B | Inkling | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek R1 Distill Qwen 32B$0 input / $0 output | Inkling$1.87 input / $4.68 output | DeepSeek R1 Distill Qwen 32B has the lower combined listed price. |
| Generation speedtokens per second | DeepSeek R1 Distill Qwen 32B60 tok/s | InklingNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek R1 Distill Qwen 32B0.84 s | InklingNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek R1 Distill Qwen 32B128K | Inkling1M | Inkling lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Inkling | 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 | DeepSeek R1 Distill Qwen 32B | Inkling | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 11.0% | 40.7% | Inkling leads |
| AA-GPQA DiamondSource | 61.5% | 87.2% | Inkling leads |
| AA-HLESource | 5.5% | 29.7% | Inkling leads |
| GPQASource | — | 87.9% | Not comparable |
| GPQA-DSource | — | 87.9% | Not comparable |
| HLESource | — | 46% | Not comparable |
| HLE w/o toolsSource | — | 30% | Not comparable |
| 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 | DeepSeek R1 Distill Qwen 32B | Inkling | Result |
|---|---|---|---|
| AIME26Source | — | 97.1% | Not comparable |
Multimodal4 benchmarks
Frequently Asked Questions (3)
Can I compare DeepSeek R1 Distill Qwen 32B 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 DeepSeek R1 Distill Qwen 32B and Inkling today?
DeepSeek R1 Distill Qwen 32B: $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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