Model Comparison
Nova Lite vs Phi-4-multimodal-instructWhich is better in 2026?
Nova Lite shows notably better performance in the majority of benchmarks. Phi-4-multimodal-instruct is 1.7x cheaper per token.
Verdict: Nova Lite vs Phi-4-multimodal-instruct — which is better?
Nova Lite (by Amazon) and Phi-4-multimodal-instruct (by Microsoft) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.
Nova Lite outperforms in 3 benchmarks (ChartQA, MMMU, TextVQA), while Phi-4-multimodal-instruct is better at 1 benchmark (DocVQA). Nova Lite shows notably better performance in the majority of benchmarks.
On price, Phi-4-multimodal-instruct is roughly 1.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.
Nova Lite also accepts a larger context window (300,000 input tokens), making it the stronger choice for long documents and large codebases.
Choose Nova Lite if…
- you want the strongest raw capability — it leads on 3 of 4 shared benchmarks
- you process long inputs — it offers a 300,000 token context window
Choose Phi-4-multimodal-instruct if…
- cost matters — it's about 1.7x cheaper per token
- you want the most recent training data — it shipped Feb 2025
- you need open weights you can self-host or fine-tune
Performance Benchmarks
Comparative analysis across standard metrics
Nova Lite outperforms in 3 benchmarks (ChartQA, MMMU, TextVQA), while Phi-4-multimodal-instruct is better at 1 benchmark (DocVQA).
Nova Lite shows notably better performance in the majority of benchmarks.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, Nova Lite ($0.06/1M tokens) is 1.2x more expensive than Phi-4-multimodal-instruct ($0.05/1M tokens).
For output processing, Nova Lite ($0.24/1M tokens) is 2.4x more expensive than Phi-4-multimodal-instruct ($0.10/1M tokens).
In conclusion, Nova Lite is more expensive than Phi-4-multimodal-instruct.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Nova Lite accepts 300,000 input tokens compared to Phi-4-multimodal-instruct's 128,000 tokens. Phi-4-multimodal-instruct can generate longer responses up to 128,000 tokens, while Nova Lite is limited to 2,048 tokens.
Input Capabilities
Supported data types and modalities
Both Nova Lite and Phi-4-multimodal-instruct support multimodal inputs.
They are both capable of processing various types of data, offering versatility in application.
Nova Lite
Phi-4-multimodal-instruct
License
Usage and distribution terms
Nova Lite is licensed under a proprietary license, while Phi-4-multimodal-instruct uses MIT.
License differences may affect how you can use these models in commercial or open-source projects.
Proprietary
Closed source
MIT
Open weights
Release Timeline
When each model was launched
Nova Lite was released on 2024-11-20, while Phi-4-multimodal-instruct was released on 2025-02-01.
Phi-4-multimodal-instruct is 2 months newer than Nova Lite.
Nov 20, 2024
1.7 years ago
Feb 1, 2025
1.5 years ago
2mo newerKnowledge Cutoff
When training data ends
Phi-4-multimodal-instruct has a documented knowledge cutoff of 2024-06-01, while Nova Lite's cutoff date is not specified.
We can confirm Phi-4-multimodal-instruct's training data extends to 2024-06-01, but cannot make a direct comparison without Nova Lite's cutoff date.
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Jun 2024
Provider Availability
Nova Lite is available from Bedrock. Phi-4-multimodal-instruct is available from DeepInfra.
Nova Lite
Phi-4-multimodal-instruct
Outputs Comparison
Key Takeaways
Nova Lite
View detailsAmazon
Detailed Comparison
Interactive Arena
Judge for yourself.
Run your own prompts against Nova Lite and Phi-4-multimodal-instruct side-by-side, then vote on the output you prefer.
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FAQ
Common questions about Nova Lite vs Phi-4-multimodal-instruct.