AI model comparison

Phi 4 vs Nova Lite 1.0

Pricing, context window, benchmarks, and features compared side by side. Or skip the guesswork and send one prompt to both.

microsoft logo

Microsoft

Phi 4

[Microsoft Research](/microsoft) Phi-4 is designed to perform well in complex reasoning tasks and can operate efficiently in situations with limited memory or where quick responses are needed.

Input / 1M
$0.07
Output / 1M
$0.14
Context
16K

Amazon Nova Lite 1.0 is a very low-cost multimodal model from Amazon that focused on fast processing of image, video, and text inputs to generate text output.

Input / 1M
$0.06
Output / 1M
$0.24
Context
300K

At a glance

Quick verdict

How the two models stack up on the things people ask about most.

Lower price

microsoft logo

Phi 4

1.1x cheaper for a typical chat

Higher intelligence score

amazon logo

Nova Lite 1.0

6.7 vs 5.9 on Artificial Analysis

Larger context window

amazon logo

Nova Lite 1.0

300K vs 16K tokens

Newer release

microsoft logo

Phi 4

Released January 10, 2025

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

microsoft logoPhi 45.9
amazon logoNova Lite 1.06.7

Coding index

microsoft logoPhi 4Not available
amazon logoNova Lite 1.0Not available

Agentic index

microsoft logoPhi 4Not available
amazon logoNova Lite 1.0Not available

Pricing

Phi 4 vs Nova Lite 1.0 API pricing

Per-token API rates. Cheaper option highlighted.

Metricmicrosoft logoPhi 4amazon logoNova Lite 1.0
Input tokensPer 1M tokens$0.07$0.06
Output tokensPer 1M tokens$0.14$0.24
Cached input (read)Per 1M tokensNot availableNot available
Cache writePer 1M tokensNot availableNot available

What it costs in practice

Estimated cost per 1,000 requests at standard rates. Coding and long-document figures also show the cost when the input is already cached.

Chat message

2K in, 500 out

microsoft logoPhi 4$0.21
amazon logoNova Lite 1.0$0.24

Coding task

30K in, 4K out

microsoft logoPhi 4$2.66
amazon logoNova Lite 1.0$2.76

Long document summary

150K in, 2K out

microsoft logoPhi 4$10.78
amazon logoNova Lite 1.0$9.48

Specs

Context window and capabilities

How much each model can read, how much it can write, and what it accepts as input.

Metricmicrosoft logoPhi 4amazon logoNova Lite 1.0
Context window16K tokens300K tokens
Max output15K tokens5K tokens
Input typesTextImage, Text
Output typesTextText
Reasoning effort levelsNot availableNot available
Default reasoning effortNot availableNot available
Release dateJanuary 10, 2025December 5, 2024

Features

Supported features

API features available for each model.

Metricmicrosoft logoPhi 4amazon logoNova Lite 1.0
Tool callingNot supportedSupported
Structured outputsSupportedNot supported
JSON modeSupportedNot supported
ReasoningNot supportedNot supported
TemperatureSupportedSupported
Stop sequencesSupportedSupported
Deterministic seedSupportedNot supported
Verbosity controlNot supportedNot supported

Our take

Phi 4 is 1.1x cheaper for a typical chat. Nova Lite 1.0 scores higher on the Artificial Analysis Intelligence Index (6.7 vs 5.9). Nova Lite 1.0 has the larger context window (300K vs 16K tokens). The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.

FAQ

Frequently asked questions

Is Phi 4 or Nova Lite 1.0 cheaper?

Phi 4 is cheaper for a typical chat (2K input tokens and 500 output tokens). Phi 4 costs $0.07 per 1M input tokens and $0.14 per 1M output tokens, while Nova Lite 1.0 costs $0.06 per 1M input tokens and $0.24 per 1M output tokens.

Which has a bigger context window, Phi 4 or Nova Lite 1.0?

Nova Lite 1.0 supports up to 300K tokens of context, compared with 16K for Phi 4.

Is Phi 4 smarter than Nova Lite 1.0?

On the Artificial Analysis Intelligence Index, Phi 4 scores 5.9 and Nova Lite 1.0 scores 6.7, putting Nova Lite 1.0 ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use Phi 4 and Nova Lite 1.0 at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Phi 4 and Nova Lite 1.0 answer side by side and keep the better response.

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Why choose? Ask both.

Send one prompt to Phi 4 and Nova Lite 1.0 at the same time. Compare the answers side by side and keep the best one.