Head-to-head comparison
Nova Pro 1.0 (Amazon) and Qwen3 VL 32B Instruct (Qwen) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.
Snapshot as of 17 August 2026
As of 17 August 2026, Qwen3 VL 32B Instruct holds the stronger ModelCap Index position (#186 vs #188); Qwen3 VL 32B Instruct is 7.7× cheaper per output token ($0.416/1M vs $3.20/1M); Nova Pro 1.0 offers the longer context window (300K vs 131K tokens); and Qwen3 VL 32B Instruct ships open weights.
Evidence: 2 public benchmark observations across 2 boards · 1 public benchmark observation across 1 board. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.
Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.
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Qwen3 VL 32B Instruct ranks higher on the ModelCap Index as of 17 August 2026: #186 against #188. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.
Qwen3 VL 32B Instruct is cheaper on output tokens: $0.416/1M against $3.20/1M. Input tokens are $0.80/1M for Nova Pro 1.0 and $0.104/1M for Qwen3 VL 32B Instruct. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens.
Nova Pro 1.0 has the larger context window: 300K tokens against 131K.
The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.
Nova Pro 1.0: API only. Qwen3 VL 32B Instruct: Open weights. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.
ModelCap currently lists 1 API provider for Nova Pro 1.0 and 1 for Qwen3 VL 32B Instruct, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.
Every figure comes from the sealed ModelCap dataset published 17 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.