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GPT Image 2

Up to 30%

GPT Image 2 on LLM.API gives product and marketing teams a programmable image generation image model behind one endpoint.

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What is GPT Image 2?

Use GPT Image 2 when you need programmable stills from prompts. Image generation model by Openai. LLM.API surfaces it as `gpt-image-2` so design and growth teams can share infrastructure with engineering.

Providers

LLM.API routes GPT Image 2 to the providers below, with discounted effective rates versus list price.

List price by provider ($ / 1M tokens)

InputOutput
openai$5 in
$0 out
azure$5 in
$0 out

Provider list prices; the LLM.API discount applies on top.

ProviderPricingContextCapabilities
openai30% off——vision, streaming
azure30% off——vision, streaming

Prices and availability from the LLMAPI catalogue, updated nightly. Last updated 21 Sept 2026.

Try this model

Test GPT Image 2 right here — free to start.

GPT Image 2
Hi! Want to test the model?

Suggestions for your first prompt

Code snippet

Call GPT Image 2 through the OpenAI-compatible API — POST /v1/images/generations.

python
from openai import OpenAI

client = OpenAI(
    api_key="YOUR_LLMAP_KEY",
    base_url="https://api.llmapi.ai/v1",
)

resp = client.images.generate(
    model="gpt-image-2",
    prompt="A clean product photo on a soft gradient background",
    size="1024x1024",
)
print(resp.data[0].url)
{
  "model": "gpt-image-2",
  "prompt": "A clean product photo on a soft gradient background",
  "size": "1024x1024"
}

5 Core Capabilities

  • Prompt fidelity

    Aims to honor subject, composition, and attribute constraints in the prompt. Grounded in the model's image role rather than generic chat claims.

  • Asset drafting

    Produces draft creatives that humans can refine in design tools. Tuned to how teams typically call GPT Image 2.

  • Concept exploration

    Rapidly iterates visual concepts before design handoff. Relevant for `gpt-image-2` workloads on LLM.API.

  • Text-to-image generation

    Creates images from natural-language prompts for product, marketing, and creative workflows.

  • Resolution flexibility

    Supports common generation sizes for web and social placements. Grounded in the model's image role rather than generic chat claims.

6 Most Valuable Use Cases

  • Ad creative drafts for paid social campaigns with GPT Image 2
  • Thumbnail and cover image exploration
  • Blog and landing-page hero illustrations with GPT Image 2
  • Storyboard stills for video briefs
  • Game and app concept moodboards with GPT Image 2
  • Rapid A/B visual testing of messaging themes

Why Build on LLM.API?

One unified API. Every major model. Built-in reliability, cost control, and observability.

  • Intelligent AI Routing

    Automatically route each request to the best model across providers based on latency, cost, and quality—without changing your integration or redeploying code.

    One endpoint, every model.

  • Cost-Aware Execution

    Control spend with per-request cost estimation, smart model selection, and centralized quotas so teams can experiment fast without runaway bills or manual tracking.

    More performance, less spend.

  • Resilient Fallback Flows

    Define automatic, provider-agnostic fallbacks to keep your app up during outages, rate limits, or timeouts—no brittle failover logic scattered through your codebase.

    Never go dark on users.

  • Deep LLM Observability

    Trace every call across providers with logs, metrics, and request replay so you can debug, tune prompts, and optimize model choices from one unified dashboard.

    See every token, everywhere.

  • Task-Level Orchestration

    Describe tasks, not models. LLM.API maps them to the right tools, models, and prompts so you ship complex AI workflows with minimal glue code.

    Think tasks, not models.

  • High-Throughput Batch APIs

    Process millions of inferences efficiently with optimized batch pipelines, concurrency controls, and retry logic—all behind the same simple interface you use for single calls.

    Scale from 1 to millions.

Why run GPT Image 2 on LLM.API?

  • Unified AI Routing

    Reach GPT Image 2 and sibling models through one OpenAI-compatible endpoint.

  • Cost Control

    Production: Compare provider price points and keep spend visible as you scale GPT Image 2.

  • Reliability Layer

    Retry and route across configured providers when a single upstream blips.

  • Observability

    Trace prompts, tokens, and errors for GPT Image 2 alongside the rest of your stack.

  • Drop-in SDKs

    Keep using familiar OpenAI client patterns with base URL https://api.llmapi.ai/v1.

  • Model Breadth

    Practical: Swap GPT Image 2 for chat, media, or embedding alternatives without rewriting auth.

When to Use — When NOT to Use

Use it if...

  • You want creative drafts without standing up a separate image vendor SDK (GPT Image 2)
  • Your pipeline can accept image outputs asynchronously or via URLs/base64 (GPT Image 2)
  • You need programmatic image generation from text prompts (GPT Image 2)

Avoid if...

  • You need long-form video rather than still images
  • You need pixel-perfect brand assets with legal trademark fidelity every time
  • You require deterministic identical frames across runs

RELIABILITY

GPT Image 2 uptime, last 30 days

30-Day Uptime
96.70%
Past Incidents (30d)
3
Error rate (24h)
9.27%

Last 30 days

26/30 days operational | 96.70% uptime

Availability tracked for this model. Full history on the LLM Uptime Status page or the status hub. LLM.API routes around provider outages automatically.

Frequently Asked Questions

  • How is GPT Image 2 priced on LLM.API?

    Listed pricing metadata shows: In $5.00 / 1M tokens. LLM.API may offer discounted effective rates (illustrative ~30% callout vs list when available).. Confirm live rates in the LLM.API dashboard or docs before production budgeting.

  • Is GPT Image 2 a chat model?

    No—GPT Image 2 is categorized as a image model. Use the matching API surface rather than assuming chat completions.

  • Can I use tools or structured outputs with GPT Image 2?

    Tooling support varies; for pure image models, prefer the modalities listed rather than assuming chat tools.

  • Where is the canonical page for GPT Image 2?

    https://llmapi.ai/models/openai-gpt-image-2/

  • What is the context length for GPT Image 2?

    Reported context for GPT Image 2 is See provider specs. Always verify the active provider row if multiple providers are listed.

  • What is GPT Image 2?

    Image generation model by Openai. On LLM.API it is addressed as `gpt-image-2`.

  • What modalities does GPT Image 2 support?

    GPT Image 2 accepts text, image and produces image according to its architecture metadata on LLM.API.

  • How do I call GPT Image 2 via API?

    Send OpenAI-compatible requests to https://api.llmapi.ai/v1 with model "gpt-image-2" and your LLM.API key. See the code snippet on this page.

  • Does GPT Image 2 support streaming?

    Yes—at least one listed provider advertises streaming.

  • Which providers serve GPT Image 2?

    LLM.API currently lists: azure, openai. Availability can vary by region and account.

  • Are GPT Image 2 images unique each time?

    Generative images typically vary between runs; do not expect bitwise-identical outputs.

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