Short answer (checked September 23, 2026): use an aggregator β FAL or Replicate β when you want many models behind one API key. Go direct to the model maker when one model family does most of your work: BytePlus ModelArk for Seedream and Seedance, Google for Veo and Nano Banana, OpenAI for GPT Image, Alibaba for Wan and Qwen Image, and xAI for Grok Imagine. Direct was the cheapest or tied route for most first-party models we checked; the main exception was GPT Image 2 at medium and high quality, which cost less on Replicate.
What changed since July: OpenAI's Sora API shuts down on September 24, 2026, with no replacement. DALL-E 3 shut down on May 12. Google removed Imagen 4 from the Gemini API on August 17 (it remains on Vertex AI). New models since then include Seedance 2.5, Wan 3.0, GPT Image 2.5, and Seedream 5.0 Flash.
For per-image and per-second prices across every route, see the AI image & video API pricing comparison.
Choosing a provider solves model access; it does not create a repeatable creative operation. Teamday gives you an image and video studio plus visual AI employees with a workspace, missions, files, and human review. Connect your own provider keys and usage bills to your provider account. Starter costs $99 a month. Generate images in the Teamday studio β
Provider Overview
| Provider | Type | Flagship image models | Flagship video models | Pricing unit |
|---|---|---|---|---|
| FAL | Aggregator | FLUX.2, Seedream 5.0, GPT Image 2.5, Nano Banana, Recraft V4, Ideogram V4, Qwen Image 3 | Veo 3.1, Kling v3, Seedance 2.5, Wan 3.0, LTX-2.3, MiniMax H3, Grok Imagine 1.5 | Per image, megapixel, second, or token |
| Replicate | Aggregator | FLUX.2, Seedream 5.0, GPT Image 2.5, Nano Banana, Recraft V4 | Veo 3.1, Kling v3, Seedance 2.0, Wan 2.6, LTX-2.3 | Per output or compute time |
| OpenAI | Direct | GPT Image 2.5, GPT Image 2 | Sora 2 β shuts down Sep 24, 2026 | Tokens |
| Google (Gemini API / Vertex AI) | Direct | Nano Banana 2, Nano Banana Pro; Imagen 4 on Vertex only | Veo 3.1, 3.1 Fast, 3.1 Lite; Gemini Omni Flash | Per image; per second |
| BytePlus ModelArk | Direct | Seedream 5.0 Pro, Lite, Flash; 4.5 | Seedance 2.5, 2.0, 2.0 Fast, 2.0 Mini | Per image; video in tokens |
| Alibaba Model Studio | Direct | Qwen Image 3.0, Wan 2.7 Image | Wan 3.0, Wan 2.7, HappyHorse 1.1 | Per image; per second |
| xAI | Direct | Grok Imagine Image, Image 2.0 | Grok Imagine Video, Video 1.5 | Per image; per second |
| Runway API | Direct | Gen-4 Image | Gen-4.5, Gen-4 Turbo, Aleph 2 | Credits ($0.01 each) |
Provider Deep Dives
1. FAL β the broadest aggregator
What it is: a generative-media API platform with one client and key for image, video, audio, and 3D models from many labs. In FAL's own State of Generative Media report, 50% of surveyed organizations used FAL for image generation and 44% for video.
Pricing highlights (FAL model pages, September 23, 2026):
| Model | Price |
|---|---|
| FLUX.2 [dev] | $0.012 per megapixel |
| FLUX.2 [pro] | $0.03 for the first megapixel |
| GPT Image 2.5, 1024Β² (low / medium / high) | $0.0059 / $0.0132 / $0.0527 |
| Seedream 5.0 Pro | $0.0675 (marked tentative) |
| Nano Banana Pro | $0.15 |
| Kling v3 Pro (video) | $0.112/s without audio, $0.168/s with audio |
| Veo 3.1 Lite, 720p (video) | $0.03/s without audio, $0.05/s with audio |
| Veo 3.1 (video) | $0.20/s without audio, $0.40/s with audio |
| Wan 3.0, 720p (video) | $0.10/s |
| Seedance 2.0, 720p (video) | about $0.30/s |
Strengths:
- Broadest catalog of the platforms compared here
- Cheapest route found for Kling v3 (half of Replicate's price)
- Same price as the model maker for Veo 3.1 and Wan 3.0
Weaknesses:
- Seedance costs about twice BytePlus's direct price; Seedream 5.0 Pro and Nano Banana Pro also cost more than direct
- Free credits work only in the Sandbox and Playground, not through the API
- The general pricing page lagged the model pages in September; check the specific model page
Best for: teams that want many models behind one integration, and Kling video.
import { fal } from "@fal-ai/client";
fal.config({ credentials: process.env.FAL_KEY });
const result = await fal.subscribe("fal-ai/flux-2-flex", {
input: {
prompt: "A professional product photo of wireless headphones",
image_size: "landscape_16_9"
}
});
console.log(result.data.images[0].url);
2. Replicate β the developer-friendly aggregator
What it is: an API platform for running hosted and community models, with support for deploying your own models. 15% of organizations in FAL's survey used Replicate for images and 22% for video.
Pricing highlights (Replicate model pages, September 23, 2026):
| Model | Price |
|---|---|
| FLUX.2 [klein] 4B | $1 per 1,000 megapixels |
| FLUX.2 [dev] | $0.014 per megapixel |
| Seedream 5.0 Pro | $0.045 (1K), $0.09 (2K) |
| GPT Image 2 (low / medium / high) | $0.012 / $0.047 / $0.128 |
| Nano Banana Pro | $0.15 |
| Kling v3 Pro (video) | $0.224/s without audio, $0.336/s with audio |
| Veo 3.1 (video) | $0.20/s without audio, $0.40/s with audio |
| Seedance 2.0, 720p (video) | $0.18/s |
Strengths:
- Cheapest aggregator route found for Seedream 5.0 Pro, Seedance 2.0 and GPT Image 2 at medium or high quality
- Custom model deployment for your own weights
- Clear per-model pricing on each model page
Weaknesses:
- Kling v3 costs twice FAL's price
- Some models FAL carries (for example Wan 3.0 and Ideogram V4) were not found on Replicate
Best for: prototyping, custom model hosting, and teams that already run open models there.
import Replicate from "replicate";
const replicate = new Replicate();
const output = await replicate.run("black-forest-labs/flux-2-pro", {
input: {
prompt: "A professional product photo of wireless headphones",
aspect_ratio: "16:9"
}
});
console.log(output);
3. BytePlus ModelArk β the direct route for Seedream and Seedance
What it is: ByteDance's international API for its Seedream image and Seedance video models.
Pricing highlights (BytePlus ModelArk pricing, September 23, 2026):
| Model | Price |
|---|---|
| Seedream 5.0 Flash | $0.018 per image |
| Seedream 5.0 Lite | $0.035 per image |
| Seedream 5.0 Pro | $0.045 up to 2.61 MP; $0.09 above |
| Seedance 2.5 | $10.70 per 1M tokens (480p/720p) β about $0.231/s at 720p |
| Seedance 2.0 | $7 per 1M tokens β about $0.15/s at 720p, $0.37/s at 1080p |
| Seedance 2.0 Fast | $5.60 per 1M tokens list β about $0.12/s at 720p |
| Seedance 2.0 Mini | $3.50 per 1M tokens list β about $0.08/s at 720p |
Per-second figures are BytePlus's own examples for a 5-second 16:9 clip. BytePlus listed 25% off Seedance 2.0 Fast and 60% off 2.0 Mini for enterprise users from August 7 to October 7, 2026.
Strengths:
- Cheapest route found for Seedream and Seedance β roughly half FAL's Seedance price
- Seedance 2.5 generates 4β30 second clips with native voice and music
Weaknesses:
- ByteDance models only
- Token billing makes cost estimates harder; log your own usage
Best for: cinematic marketing video and high-volume Seedream image work.
4. Google (Gemini API and Vertex AI) β Veo and Nano Banana
What it is: Google's direct APIs for Veo video, Nano Banana image models (Gemini image), and Imagen 4 on Vertex AI. In FAL's survey, 56% of organizations used Google AI Studio for video β the highest of any provider.
Pricing highlights (Gemini API pricing and Vertex AI pricing, September 23, 2026):
| Model | Price |
|---|---|
| Nano Banana 2 (gemini-3.1-flash-image) | $0.045 (0.5K) Β· $0.067 (1K) Β· $0.101 (2K) Β· $0.151 (4K) |
| Nano Banana Pro (gemini-3-pro-image) | $0.134 (1K/2K) Β· $0.24 (4K) |
| Imagen 4 on Vertex (Fast / Standard / Ultra) | $0.02 / $0.04 / $0.06 |
| Veo 3.1 Lite, with audio | $0.05/s (720p) Β· $0.08/s (1080p) |
| Veo 3.1 Fast, with audio | $0.10/s (720p) Β· $0.12/s (1080p) Β· $0.30/s (4K) |
| Veo 3.1, with audio | $0.40/s (720p/1080p) Β· $0.60/s (4K) |
| Veo without audio (Vertex only) | Standard $0.20/s; Fast from $0.08/s; Lite from $0.03/s |
Batch runs Nano Banana 2 and Nano Banana Pro at half price. The original Nano Banana (gemini-2.5-flash-image, $0.039) shuts down on October 2, 2026.
Strengths:
- Veo 3.1 Lite is the cheapest route found to video with generated audio
- Veo 3.1 Fast with audio costs less direct ($0.10/s) than on FAL or Replicate ($0.15/s)
Weaknesses:
- Model and endpoint churn: Veo 2 and 3.0 shut down on the Gemini API on June 30, and Imagen 4 on August 17
- Some options, such as Veo without audio and Imagen 4, are Vertex-only
Best for: Veo video, Nano Banana images, and teams already on Google Cloud.
5. OpenAI β text-in-image specialist, leaving video
What it is: OpenAI's direct API for GPT Image models. Sora video is ending.
Pricing highlights (OpenAI pricing and image-generation calculator, September 23, 2026):
| Model | Quality | Price (1024Γ1024) |
|---|---|---|
| GPT Image 2 | Low / medium / high | $0.006 / $0.053 / $0.211 |
| GPT Image 2.5 | Low | about $0.0059 (token-billed: $8 per 1M image input tokens, $30 per 1M image output tokens) |
| gpt-image-1.5 | Low / medium / high | $0.009 / $0.034 / $0.133 β shuts down Dec 1, 2026 |
| Sora 2, 720p | β | $0.10/s β shuts down Sep 24, 2026 |
Deprecations (OpenAI deprecations): DALL-E 2 and 3 shut down May 12, 2026; the Videos API and Sora 2 shut down September 24, 2026; gpt-image-1 shuts down October 23, 2026; gpt-image-1.5, gpt-image-1-mini and chatgpt-image-latest shut down December 1, 2026, with gpt-image-2 as the replacement.
Strengths:
- Strong text rendering for infographics, diagrams, and labels
- Image editing with reference images
Weaknesses:
- No video API after September 24
- High quality settings cost far more than low ($0.211 vs $0.006 for GPT Image 2)
Best for: text-heavy images and precise edits.
import OpenAI from "openai";
const openai = new OpenAI();
const response = await openai.images.generate({
model: "gpt-image-2",
prompt: "A professional infographic showing '5 Steps to Success' with icons",
size: "1536x1024",
quality: "medium"
});
// GPT Image models return base64 image data
console.log(response.data[0].b64_json?.slice(0, 32));
6. Alibaba Model Studio β Wan and Qwen Image
What it is: Alibaba Cloud's API for Wan video and image models and Qwen Image.
Pricing highlights (Model Studio pricing, international region, September 23, 2026):
| Model | Price |
|---|---|
| Wan 3.0 video | $0.05/s (480p) Β· $0.10/s (720p) Β· $0.20/s (1080p), list β currently 30% off |
| Wan 3.0 Prime video | $0.068 / $0.14 / $0.28 per second |
| Wan 2.7 / 2.6 text-to-video | $0.10/s (720p) Β· $0.15/s (1080p) |
| HappyHorse 1.1 | $0.07 / $0.14 / $0.18 per second |
| Qwen Image 3.0 / 3.0 Pro | $0.03 / $0.04 (1K) |
| Wan 2.7 Image / Image Pro | $0.03 / $0.075 |
Wan 3.0 bills input plus output duration. Free quotas apply in the Singapore region only.
Best for: low-cost video at 480pβ720p and text-capable images at $0.03β$0.04.
7. xAI β Grok Imagine
What it is: xAI's image and video models, billed per image and per second by resolution (xAI models).
| Model | Price |
|---|---|
| Grok Imagine Image | $0.02 (1K/2K) |
| Grok Imagine Image, quality tier | $0.05 (1K) Β· $0.07 (2K) |
| Grok Imagine Video | $0.05/s (480p) Β· $0.07/s (720p) |
| Grok Imagine Video 1.5 | $0.08/s (480p) Β· $0.14/s (720p) Β· $0.25/s (1080p) |
Best for: inexpensive images and short video without an aggregator.
8. Runway API β editing-oriented video
What it is: Runway's developer API, billed in credits at $0.01 each (Runway API pricing).
| Model | Credits | Price |
|---|---|---|
| Gen-4 Turbo | 5/s | $0.05/s |
| Gen-4.5 | 12/s | $0.12/s |
| Aleph 2 (video-to-video) | 28/s, 56-credit minimum | $0.28/s |
| Veo 3.1 via Runway | 40/s with audio, 20/s without | $0.40 / $0.20 per second |
| Gen-4 Image | 5 (720p) / 8 (1080p) per image | $0.05 / $0.08 |
Best for: video editing and restyling workflows; Gen-4 Turbo for cheap drafts.
Head-to-Head: Where Each Model Is Cheapest
| Model | Cheapest route found | Price | Next-best route |
|---|---|---|---|
| Seedream 5.0 Pro | BytePlus or Replicate | $0.045 | FAL $0.0675 |
| Nano Banana Pro | $0.134 | FAL or Replicate $0.15 | |
| GPT Image 2, low | OpenAI or FAL | $0.006 | Replicate $0.012 |
| GPT Image 2, medium | Replicate | $0.047 | OpenAI or FAL $0.053 |
| Veo 3.1 with audio | Google, FAL, Replicate (tie) | $0.40/s | Runway $0.40/s |
| Veo 3.1 Fast with audio | $0.10/s | FAL or Replicate $0.15/s | |
| Kling v3 Pro, no audio | FAL | $0.112/s | Replicate $0.224/s |
| Seedance 2.0, 720p | BytePlus | ~$0.15/s | Replicate $0.18/s; FAL ~$0.30/s |
| Wan 3.0, 720p | Alibaba or FAL (tie) | $0.10/s | β |
Who uses which provider
FAL's State of Generative Media report (Volume 1) surveyed which infrastructure providers organizations use. Respondents could name several, so the figures do not add up to 100%.
| Provider | Used for images | Used for video |
|---|---|---|
| FAL | 50% | 44% |
| Google AI Studio | 33% | 56% |
| OpenAI | 39% | β |
| Replicate | 15% | 22% |
The same report found a median of 14 different models in enterprise production deployments. That is the practical argument for an aggregator β or for a tool that handles several providers for you. Note that FAL published the report.
Decision Matrix
| If you need... | Choose | Why |
|---|---|---|
| Many models, one key | FAL | Broadest catalog; first-party prices for Veo and Wan |
| Custom model hosting | Replicate | Deploy your own weights |
| Cinematic video at the lowest price | BytePlus ModelArk (Seedance) | About half FAL's Seedance price |
| Cheapest video with audio | Veo 3.1 Lite (Google, FAL, or Replicate) | $0.05/s at 720p |
| Kling video | FAL | Half Replicate's price |
| Text in images | OpenAI GPT Image 2 or 2.5 | Strong typography |
| Cheapest usable images | FLUX.2 [klein]/[dev], Seedream 5.0 Flash, Grok Imagine | $0.001β$0.02 |
| Video editing and restyling | Runway Aleph 2 | Video-to-video |
| Anything on Sora | Migrate now | API shuts down September 24, 2026 |
The Teamday Shortcut: Skip the API Shopping
Comparing APIs assumes you are building an app. If you are a marketer, founder, or operations lead who wants the finished image or video, API keys, rate limits, and model-switching code are overhead.
Teamday's image and video studios put these models behind one prompt box:
- Images: Seedream 5.0 and 4.5, GPT Image 2.5 (Flare and Sunburst) and GPT Image 2, Gemini 3.1 Flash Image, Flux 2 Flex, Qwen Image 2.0, Wan 2.7 Image, and Grok Imagine Image
- Video: Seedance 2.5, 2.0 and 2.0 Fast, Kling 3 Pro and 2.6 Pro, Wan 2.6, HappyHorse 1.0, and Grok Imagine Video
- Providers: ByteDance ModelArk, OpenAI, Google, FAL, Alibaba Model Studio, and xAI
Connect your own provider keys and each generation bills to your provider account at that provider's price. Any Teamday agent can generate images and video from chat β including Iris, the AI image generator, Reel, the AI video producer, and Nova, the AI marketing agent. They are part of Teamday's AI creative team and work alongside Maya, the AI content creator, on the AI marketing team.
"Reel, cut me a 30-second brand film for our landing page." "Iris, generate 10 Instagram carousel variations for this launch."
Try Seedance, Kling, Wan and Grok Imagine from one video studio instead of four integrations. Pick a model, write the shot, and keep every clip in your workspace for review.
Open the Teamday video studio βConclusion
| Category | Best route (September 2026) | Runner-up |
|---|---|---|
| Aggregator breadth | FAL | Replicate |
| Seedream and Seedance | BytePlus ModelArk | Replicate |
| Veo and Nano Banana | FAL or Replicate (same Veo price) | |
| Kling | FAL | Replicate |
| Text in images | OpenAI GPT Image | Qwen Image 3.0 |
| Cheapest video with audio | Veo 3.1 Lite | Veo 3.1 Fast (Google, $0.10/s) |
| Video editing | Runway | β |
Our recommendation: use one aggregator for breadth (FAL for most catalogs, Replicate if you host custom models), and add a direct key for the one or two model families that make up most of your volume. Price the route, not the platform. Move anything on Sora or DALL-E now.
