AI images, video and sound
at GPU cost.
Visual Forge is an AI production system for images, video, talking video and character animation, installed on your own GPU account. One purchase, unlimited seats, unlimited output.
≈1¢
- Per image, in GPU time
$0.00
- Per-image fee
∞
- Team seats
≈28 min
- Per 100-image batch
$0.11
- Per 5-second video clip with sound
THE PROBLEM
Every image you generate costs you money.
Premium AI image platforms charge $0.03–$0.24 per image. Google’s Nano Banana Pro, a market leader, costs $0.134 per image. AI video is worse: Google Veo 3.1 with audio costs about $0.40 per second. At agency scale, that pricing model bleeds your margins dry.
$1,340
10,000 images on SaaS
A single campaign test cycle can burn
through this in a week.
$6,700
50,000 images on SaaS
One month of production for a mid-size
agency team.
$2,305
17,200 images on SaaS
What a team of 10 generates in one
8-hour day.
And every new team member, client, and campaign multiplies the bill.
THE MATH THAT CHANGES EVERYTHING
SaaS tools vs. Visual Forge.
PREMIUM SAAS / API
Per-image cost
$0.03–$0.24
10,000 images
$1,340
50,000 images
$6,700
15-sec video with sound
$6.00 (Veo 3.1)
Team of 10 × 8 hrs
$2,305
per day (at $0.134/image)
VISUAL FORGE
Per-image fee
$0.00 (GPU time works out to about 1¢ per image)
GPU cost
~$2.09/hour
Output per hour
~215 images per operator
8 hrs × 10 users
~17,200 images
15-sec video with sound
~$0.61 (on an RTX PRO 6000)
Same output—17,200 images
~$167
GPU time only. No per-image fees.
Four engines. One production system.
Image Engine (WAN 2.2 + LoRA)
Upload 100+ prompts in one text file and walk away. Photorealistic 1920×1088 images, with your trained LoRA locking in the same face, product or brand look across every image.
Video Engine (LTX 2.5)
Batch video with sound. One prompt file, one video per prompt, with picture and audio generated together: ambient sound, effects and spoken lines, all written right into the prompt. Two people can speak in their own voices, and one prompt can hold three shots.
Talking Video Engine (MiniMax H3)
Text-to-video, image-to-video and reference-to-video with native stereo audio. Reference to Video holds one character across shots from four pictures: face, body, outfit and place. People speak your script word for word with matching lip sync. Up to 15 seconds; horizontal, vertical or square; start and end on your own images. About $0.11 per 5-second clip.
Powered by MiniMax H3
Character Animation Engine (SCAIL-2)
A character picture performs the moves of any driving video, on the same beats, with the video's sound kept.
Use only footage you have the rights to, and real people only with their written consent.
The Difference LoRA Makes
Without LoRA training, AI-generated subjects gradually drift between images. Visual Forge + LoRA training keeps identity locked and recognizable at scale.
With LoRA
Consistent identity across environments, poses, and lighting.
Without LoRA
Noticeable drift in facial features, structure, and overall appearance.
HOW IT WORKS
Four steps. Thousands of images.
We deploy your system
Visual Forge is installed on your RunPod GPU account with a one-click deployment template and pre-wired ComfyUI workflows. Complete setup documentation guides you through every step.
Upload your prompts
Replace the text in our ready-made prompt template with your own prompts, attach the file and click run. Visual Forge then works through the batch on its own, about 28 minutes per 100 images, with your LoRA keeping every image on brand.
Generate at scale
Hit run and get 100 production-quality images in one batch. Need more? Queue another batch immediately. There are no cooldowns or rate limits.
Download and shut down
Bulk download your outputs to Drive, Dropbox, or local storage. Stop the GPU pod with one click—billing stops instantly. Restart anytime you need more images.
THE PIPELINE
Train. Batch. Animate.
Train
Train a LoRA on your product or character
Batch
Batch-generate hundreds of stills in any scene
Animate
Animate the best ones into video with sound, with the same product, same face, now moving and speaking
THE SYSTEM
An image and video production system on your own account.
Visual Forge is a structured AI image and video production system, installed on your own GPU account and handed over to you.
Unlimited Images
No per-image fees. No API billing. No usage caps. Generate as many images as your GPU time allows.
Unlimited Seats
One purchase covers your entire team. Multiple operators run independent workflows simultaneously.
You Own It
Deployed on your infrastructure. Your workflows, your models,
your outputs. No platform lock-in.
When OpenAI shut down its Sora video API in September 2026, every team built on it lost its pipeline. Your Visual Forge models can't be switched off.
Batch at Scale
Upload 100+ prompts in a text file. The system generates every image automatically. Walk away and come back to a full library.
WHO THIS IS FOR
Built for teams that need volume.
Agencies running high-volume campaigns
Performance marketing teams
Pre-production and concept validation
Content creators and studios
Infrastructure Access
Image & Video Production System
VISUAL FORGE
$9,400 one-time
+ $397/month maintenance (first month free after handover)
- Full batch image generation system
- Custom ComfyUI workflow (pre-wired)
- RunPod one-click deployment template
- LoRA identity consistency module
- Batch video generation with sound (LTX 2.5)
- Talking video with lip sync, text-to-video, image-to-video and reference-to-video (MiniMax H3)
- Character animation from a driving video (SCAIL-2)
- Image-to-video pipeline (LoRA stills → video)
- Video prompt templates (talking ads, product shots, social clips)
- Complete setup & deployment documentation
- Customer handoff and configuration materials
- Unlimited team seats
- Ongoing maintenance & model upgrades
Maintenance includes: workflow updates, ComfyUI and node compatibility fixes, stability monitoring, and model upgrades as better image and video models come out. Auto-enrolled at checkout.
GPU time is billed separately on your own RunPod account, per second, only while it runs. Visual Forge is built and tested on the RTX PRO 6000 at about $2.09 an hour. RunPod rates range from about $1.09 an hour (L40S) to $4.59 an hour (H200).
Curious what happens after you buy? Get the free Welcome Guide
Five free guides to AI image and video production.
Everything we’ve learned building Visual Forge: what it costs, how it’s built, and how to write prompts that work. Enter your email and all five are yours instantly.
Build vs Buy
14 pages
Your own AI production system or a subscription tool? The real costs side by side, and how to decide.
The Blueprint
20 pages
How a complete AI image and video system fits together: the four engines, the hardware, the costs and the workflow, start to finish.
The Prompt Guide
28 pages
How each engine reads a prompt, with 30 finished examples and an AI assistant that writes prompts for you.
The Cheat Sheet
1 page
The everyday routine, settings and costs on a single page. Print it and keep it by your desk.
Curious what happens after you buy?
10 pages
The Welcome Guide every client receives: how we build your system, the handover, and your first day running it.
We’ll also send occasional updates. Unsubscribe anytime.