Model comparison
Inkling vs Nova Pro
Head-to-head evidence from 10 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: Inkling #17; Nova Pro unranked
BenchAlign evidence: Inkling not scored; Nova Pro supported. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Inkling and Nova Pro share 10 comparable benchmark results. 0 of 8 categories are comparable. 22 results are unique to Inkling; 3 to Nova Pro.
Updated July 16, 2026- Shared results
- 10
- Inkling only
- 22
- Nova Pro only
- 3
- Comparable categories
- 0 / 8
Benchmark data for Inkling and Nova Pro is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 10 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 has the larger context window at 1M, compared with 128K for Nova Pro.
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 | Nova Pro |
|---|---|---|---|
| Agentic | Inkling69.4 | MarginNo overlap | Nova ProNot measured |
| Coding | Inkling68.6 | MarginNo overlap | Nova ProNot measured |
| Knowledge | Inkling51.7 | MarginNo overlap | Nova ProNot measured |
| Math | Inkling97.1 | MarginNo overlap | Nova ProNot measured |
| Multimodal | Inkling76.5 | MarginNo overlap | Nova ProNot measured |
| Inst. Following | Inkling79.8 | MarginNo overlap | Nova ProNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Inkling | Nova Pro | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Inkling$1.87 input / $4.68 output | Nova ProNot available | A complete price comparison is not available. |
| Generation speedtokens per second | InklingNot available | Nova Pro141 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | InklingNot available | Nova Pro0.81 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Inkling1M | Nova Pro128K | Inkling lists the larger context window. |
Benchmark Deep Dive
Agentic10 benchmarks
| Benchmark | Inkling | Nova Pro | 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 |
| τ²-bench resultsSource | — | 14% | Not comparable |
Coding6 benchmarks
Reasoning2 benchmarks
Knowledge10 benchmarks
| Benchmark | Inkling | Nova Pro | 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% | 7.7% | Inkling leads |
| AA-GPQA DiamondSource | 87.2% | 49.9% | Inkling leads |
| AA-HLESource | 29.7% | 3.4% | Inkling leads |
| AA-Omniscience IndexSource | 2.1% | -47.6% | Inkling leads |
| AA-Omniscience AccuracySource | 40.0% | 17.0% | Inkling leads |
| AA-Omniscience Hallucination RateSource | 63.1% | 77.9% | Inkling leads |
Math1 benchmarks
| Benchmark | Inkling | Nova Pro | Result |
|---|---|---|---|
| AIME26Source | 97.1% | — | Not comparable |
Multimodal4 benchmarks
Frequently Asked Questions (3)
Can I compare Inkling and Nova Pro 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 Nova Pro today?
Inkling: $1.87 input / $4.68 output per 1M tokens Nova Pro: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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