PaddleOCR VL vs Granite-4.0-H-Micro vs Nova 2 Pro
Nova 2 Pro comes out ahead, 86 to 62 and 62 on our weighted score, and it is the cheaper option too.
PaddlePaddle
PaddleOCR VL
62/100- ECI—
- Price$0.02 / $0.02
- Context131K
IBMGranite-4.0-H-Micro
62/100- ECI—
- Price$0.018 / $0.115
- Context131K
- Our pick
AmazonNova 2 Pro
86/100- ECI—
- PriceFree / Free
- Context1M
Nova 2 Pro is our pick
Nova 2 Pro is the better all-round choice, scoring 86/100 against PaddleOCR VL (62) and Granite-4.0-H-Micro (62). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceNova 2 ProNova 2 Pro Free · PaddleOCR VL $0.02 · Granite-4.0-H-Micro $0.042 per 1M tokens (3:1 blend)
- Longest contextNova 2 ProNova 2 Pro 1,000,000 · PaddleOCR VL 131,072 · Granite-4.0-H-Micro 131,072 tokens
- Widest inputsNova 2 ProPaddleOCR VL: Text, Images · Granite-4.0-H-Micro: Text · Nova 2 Pro: Text, Images, PDFs, Video
- Self-hostingPaddleOCR VL and Granite-4.0-H-MicroPublishes downloadable weights (Apache-2.0)
| Measure | Weight | PaddleOCR VL | Granite-4.0-H-Micro | Nova 2 Pro |
|---|---|---|---|---|
| Price | 50% | 100 | 100 | 100 |
| Inputs & features | 30% | 25 | 25 | 80 |
| Context window | 20% | 25 | 25 | 60 |
| Overall | 100% | 62/100 | 62/100 | 86/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | PaddleOCR VLPaddlePaddle | Granite-4.0-H-MicroIBM | Nova 2 ProAmazon |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.02 | $0.018 | Free (best) |
| Output | $0.02 | $0.115 | Free (best) |
| Cached input | — | — | — |
| Blended (3:1) | $0.02 | $0.042 | Free (best) |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 1 providers | Median of 2 providers | Official Nova API |
| Limits | |||
| Context window | 131,072 tokens | 131,072 tokens | 1,000,000 tokens (best) |
| Max output | 16,384 tokens | 131,072 tokens (best) | 64,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | Yes |
| PDFs | No | No | Yes |
| Audio | No | No | No |
| Video | No | No | Yes |
| Reasoning | No | No | Yes |
| Tool calling | No | Yes | Yes |
| Structured output | No | No | No |
| Availability | |||
| Weights | OpenApache-2.0 | Open | Proprietary |
| API model ID | — | — | nova-2-pro-v1 |
| API providers | 1 | 2 (best) | 1 |
| Released | Oct 16, 2025 | Oct 2, 2025 | Dec 3, 2025 |
| Knowledge cutoff | — | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- PaddleOCR VL$0.24
- Granite-4.0-H-Micro$0.405
- Nova 2 ProFree
Which should you choose?
Which is better: PaddleOCR VL, Granite-4.0-H-Micro or Nova 2 Pro?
Nova 2 Pro is the better all-round choice, scoring 86/100 against PaddleOCR VL (62) and Granite-4.0-H-Micro (62). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, PaddleOCR VL, Granite-4.0-H-Micro or Nova 2 Pro?
Nova 2 Pro is cheaper at Free input / Free output per million tokens (official Nova API price). PaddleOCR VL costs $0.02 input / $0.02 output per million tokens (median across 1 API provider); Granite-4.0-H-Micro costs $0.018 input / $0.115 output per million tokens (median across 2 API providers). Nova 2 Pro is listed as free.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. PaddleOCR VL has not been scored yet, Granite-4.0-H-Micro has not been scored yet and Nova 2 Pro has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for PaddleOCR VL, Granite-4.0-H-Micro and Nova 2 Pro yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that PaddleOCR VL does not support tool calling, which most coding agents need.
Which has the bigger context window?
Nova 2 Pro has the largest context window at 1,000,000 tokens, against 131,072 for PaddleOCR VL and 131,072 for Granite-4.0-H-Micro. Maximum output per response: PaddleOCR VL up to 16,384, Granite-4.0-H-Micro up to 131,072, Nova 2 Pro up to 64,000 tokens.
Which can read images, PDFs, audio or video?
PaddleOCR VL accepts text and images; Granite-4.0-H-Micro accepts text; Nova 2 Pro accepts text, images, PDFs and video. Nova 2 Pro handles the widest range of inputs.
Are any of these open source?
PaddleOCR VL and Granite-4.0-H-Micro publishes its weights (Apache-2.0) and can be self-hosted; Nova 2 Pro is proprietary.
Which is newer?
Nova 2 Pro is the newest, released Dec 3, 2025. PaddleOCR VL came out Oct 16, 2025; Granite-4.0-H-Micro came out Oct 2, 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.
