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OpenAI: GPT-5.4 Image 2

by OpenAI

7.7
Quality score / 10

Overview

[GPT-5.4](https://openrouter.ai/openai/gpt-5.4) Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2. It enables rich multimodal workflows, allowing users to seamlessly move between reasoning, coding, and...

How OpenAI: GPT-5.4 Image 2 stacks up

Among the 50 image generation tools in our directory, it ranks #16 of 31 on quality (7.7/10), 1% below the 31-tool average of 7.8, and its $8/1M input-token rate is in the premium end — 176% pricier than the 9-model average of $2.89/1M.

Weighing quality against cost, OpenAI: GPT-5.4 Image 2's cost-per-quality-point of $1.04 places it at #8 of 9 for value among image generation tools.

OpenAI: GPT-5.4 Image 2 in depth

OpenAI: GPT-5.4 Image 2, built by OpenAI, sits in the image generation and chatbots & llms space and is a paid tool starting at $8.00/1M tokens. Our editors rate it 7.7 out of 10 based on capability, ecosystem and value. It handles a context window of 272,000 tokens.

On the feature side, OpenAI: GPT-5.4 Image 2 brings 272,000-token context window, vision (image input), reasoning / chain-of-thought and structured (json) outputs. These are the capabilities that most shape day-to-day use and separate it from thinner alternatives.

Its biggest strength is built-in reasoning (chain-of-thought) mode for harder problems, while the main trade-off to weigh is that above-average api pricing ($8 per 1m input tokens). Keep both in mind when deciding whether it fits your workflow.

OpenAI: GPT-5.4 Image 2 is most often chosen for design, research and writing. If that matches your goals, it's a strong candidate to shortlist.

Speed
Context window
272,000 tokens
Free tier
No
Updated
2026-08-15

Key features

  • 272,000-token context window
  • Vision (image input)
  • Reasoning / chain-of-thought
  • Structured (JSON) outputs

Pricing

$8.00/1M tokens
Pay per token
Paid$8.00/1M tokens
API input
$8 / 1M tokens
API output
$15 / 1M tokens
See full API pricing → llmprice.app

Pros

  • +Built-in reasoning (chain-of-thought) mode for harder problems
  • +Accepts images as input (vision-capable)
  • +Can return structured JSON output for reliable parsing

Cons

  • Above-average API pricing ($8 per 1M input tokens)
  • No tool / function calling support

Who should use OpenAI: GPT-5.4 Image 2

  • Anyone looking for a image generation and chatbots & llms tool from OpenAI.
  • Teams and individuals focused on design, research and writing.
  • People who value built-in reasoning (chain-of-thought) mode for harder problems.
  • Workflows that need a 272,000 tokens context window.

Who should look elsewhere

  • Anyone who needs a free tier — this tool is paid only.
  • Those for whom above-average api pricing ($8 per 1m input tokens) is a dealbreaker.
  • Users who can't accept that no tool / function calling support.

Best for

10 Best OpenAI: GPT-5.4 Image 2 Alternatives in 2026

OpenAI: GPT-5.4 Image 2 is a strong image generation tool, but it is not the only option. Whether you are after a lower price, different features or a better fit for your workflow, here are the 10 best alternatives to OpenAI: GPT-5.4 Image 2, ranked and compared.

1
MidjourneyPaid$10/mo

Midjourney

Midjourney is widely regarded as the gold standard for aesthetic AI image generation, prized for its painterly, highly…

+ Exceptional artistic quality+ Strong style and consistency controls+ Active, knowledgeable community
Read full Midjourney review →
2
FluxFree tierFree (self-host)

Black Forest Labs

Flux, from the team behind Stable Diffusion, is a family of open and commercial image models that quickly set a new bar…

+ Top-tier realism and detail+ Open weights for key variants+ Excellent prompt fidelity
Read full Flux review →
3
DALL-E 3Free tier$20/mo

OpenAI

DALL-E 3 is OpenAI's image generator, deeply integrated into ChatGPT for conversational image creation.

+ Follows complex prompts faithfully+ Seamless ChatGPT workflow+ Good in-image text
Read full DALL-E 3 review →
4
Auto Router (Beta)PaidVariable

Openrouter

Auto Router (Beta) is a task-aware router from OpenRouter. It classifies each request, then routes it the [most popular…

+ Large 2,000,000-token context window, bigger than most models listed here+ Accepts images as input (vision-capable)+ Supports tool / function calling for agent-style workflows
Read full Auto Router (Beta) review →
5
Auto RouterPaidVariable

Openrouter

Your prompt will be processed by a meta-model and routed to one of dozens of models (see below), optimizing for the…

+ Large 2,000,000-token context window, bigger than most models listed here+ Accepts images as input (vision-capable)+ Supports tool / function calling for agent-style workflows
Read full Auto Router review →
6
ClaudeFree tier$20/mo

Anthropic

Claude is Anthropic's family of AI assistants, known for long-context reasoning, careful writing and strong coding…

+ Best-in-class long-document reasoning+ Natural, high-quality writing+ Strong safety and reliability
Read full Claude review →
7
ChatGPTFree tier$20/mo

OpenAI

ChatGPT is OpenAI's flagship conversational AI, powering hundreds of millions of weekly users across web, mobile and…

+ Most polished and widely supported ecosystem+ Excellent general reasoning and coding+ Huge third-party integration support
Read full ChatGPT review →
8
GeminiFree tier$20/mo

Google DeepMind

Gemini is Google's natively multimodal model family, deeply integrated across Search, Workspace, Android and the Pixel…

+ Massive context window+ Tight integration with Google ecosystem+ Generous free access
Read full Gemini review →
9

Google

Gemini 3.7 Flash is a multimodal model from Google for fast agentic workflows, coding, and complex multi-step…

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Google: Gemini 3.7 Flash (batch) review →
10
Meta: Muse Spark 1.2Paid$1.25/1M tokens

Meta

Muse Spark 1.2 is a reasoning model from Meta, designed for complex agentic tasks.

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Meta: Muse Spark 1.2 review →

OpenAI: GPT-5.4 Image 2 vs top alternatives

A side-by-side look at how OpenAI: GPT-5.4 Image 2 stacks up against its closest rivals.

FeatureOpenAI: GPT-5.4 Image 2OpenAIMidjourneyMidjourneyFluxBlack Forest LabsDALL-E 3OpenAI
Quality score7.7 / 109.4 / 109.0 / 108.7 / 10
Starting price$8.00/1M tokens$10/moFree (self-host)$20/mo
Free tierNoNoYes — Open weights (some variants)Yes — Free via ChatGPT limits
API input price$8 / 1M tokens
API output price$15 / 1M tokens
SpeedMediumMediumFast
Context window272,000 tokens
CategoriesImage Generation, Chatbots & LLMsImage GenerationImage GenerationImage Generation
Key features
  • 272,000-token context window
  • Vision (image input)
  • Reasoning / chain-of-thought
  • Structured (JSON) outputs
  • Best-in-class aesthetic quality
  • Style references and tuning
  • Character consistency tools
  • High-resolution upscaling
  • State-of-the-art photorealism
  • Open and commercial variants
  • Strong prompt adherence
  • Self-hostable open models
  • Excellent prompt adherence
  • Conversational editing in ChatGPT
  • Reliable text rendering
  • Style and aspect controls
Pros
  • + Built-in reasoning (chain-of-thought) mode for harder problems
  • + Accepts images as input (vision-capable)
  • + Can return structured JSON output for reliable parsing
  • + Exceptional artistic quality
  • + Strong style and consistency controls
  • + Active, knowledgeable community
  • + Top-tier realism and detail
  • + Open weights for key variants
  • + Excellent prompt fidelity
  • + Follows complex prompts faithfully
  • + Seamless ChatGPT workflow
  • + Good in-image text
Cons
  • Above-average API pricing ($8 per 1M input tokens)
  • No tool / function calling support
  • No free tier
  • Less precise prompt-to-pixel control
  • Best models need GPU resources
  • Licensing varies by variant
  • Less artistic flair than Midjourney
  • Strict content restrictions

Frequently asked questions

Q. Is OpenAI: GPT-5.4 Image 2 free?

No — OpenAI: GPT-5.4 Image 2 is a paid tool, starting at $8.00/1M tokens.

Q. How much does OpenAI: GPT-5.4 Image 2 cost?

OpenAI: GPT-5.4 Image 2 starts at $8.00/1M tokens. API usage is around $8 per 1M input tokens and $15 per 1M output tokens.

Q. What is OpenAI: GPT-5.4 Image 2 best for?

OpenAI: GPT-5.4 Image 2 is best suited to design, research and writing, within the image generation and chatbots & llms category.

Q. What are the best OpenAI: GPT-5.4 Image 2 alternatives?

Popular alternatives to OpenAI: GPT-5.4 Image 2 include Midjourney, Flux, DALL-E 3 and Auto Router (Beta). Each trades off price, quality and ecosystem differently.

Q. Is there a free alternative to OpenAI: GPT-5.4 Image 2?

Yes. Flux, DALL-E 3, Claude offer a free tier, making them good starting points if you want to avoid an upfront subscription.

Q. Why switch from OpenAI: GPT-5.4 Image 2?

Common reasons include pricing, specific feature gaps (Above-average API pricing ($8 per 1M input tokens); No tool / function calling support), data-privacy requirements, or simply wanting a tool that fits your stack better.

How we rate AI tools

Our quality score weighs capability on real tasks, breadth of features and integrations, pricing and value, and how actively the tool is maintained. Scores are editorial guidance, not benchmarks — always trial a tool on your own workflow before committing. Pricing and features change frequently, so verify current details on the official site.

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