Question 1

What is LoRA training and how does it work?

Accepted Answer

LoRA (Low-Rank Adaptation) training is a technique that fine-tunes a pre-trained diffusion model like Flux, SDXL, or Forge by training a small set of adapter weights rather than the full model. This makes custom AI model training faster, cheaper, and more storage-efficient while producing high-quality personalized results. 316 Pro trains LoRA adapters on our own GPU clusters and delivers them as safetensors files ready for ComfyUI.

Question 2

How much does custom LoRA model training cost?

Accepted Answer

Our LoRA training starts at $1,000 for a one-time model with full commercial ownership rights, or $500/month for an ongoing subscription that includes quarterly model refreshes and priority GPU allocation. Pricing depends on the number of subjects, training image volume, and resolution requirements.

Question 3

How long does it take to train a custom AI model?

Accepted Answer

Typical turnaround for a one-time LoRA model is about 2 weeks from onboarding to delivery. This includes the Zoom kickoff, dataset preparation, training on our GPU clusters, quality testing, and delivery of model weights plus ComfyUI workflows. Subscription customers receive their first model within the same window, with ongoing refreshes each quarter.

Question 4

What is the difference between LoRA and full fine-tuning?

Accepted Answer

Full fine-tuning updates every parameter of a base model, which is expensive and storage-heavy. LoRA training modifies a small adapter layer, achieving comparable quality at a fraction of the compute and storage cost. LoRA models are typically 10 to 100 MB versus several GB for full fine-tunes, making them practical for production deployment.

Question 5

Can I use AI-generated images commercially?

Accepted Answer

Yes. With our one-time LoRA plan, you receive full commercial and ownership rights to the trained model and all images it generates. You can use, modify, and redistribute the output without restriction. The subscription grants a usage license during the active term, with ownership transferring via a one-time upgrade.

Question 6

What base models do you support for LoRA training?

Accepted Answer

We train LoRA adapters on Flux, Stable Diffusion XL (SDXL), and Forge diffusion pipelines. Our infrastructure runs ComfyUI workflows with self-hosted, production-ready deployments on owned GPU clusters and bare-metal servers with high-throughput NVMe storage.

Question 7

What GPU hardware is needed for AI model training?

Accepted Answer

Training diffusion LoRA models typically requires high-VRAM GPUs, at least 24 GB VRAM for SDXL-class models and 40+ GB for Flux. 316 Pro operates its own GPU clusters with bare-metal servers, so you do not need to purchase hardware. We also offer Compute on Demand GPU leasing for teams that want to run their own training pipelines.

Question 8

How do I optimize images for SEO and Google search?

Accepted Answer

To optimize images for SEO, use descriptive file names with target keywords, compress images to under 200 KB where possible, use WebP format for modern browsers, include descriptive alt text with relevant keywords, and ensure images are responsive with proper width and height attributes. 316 Pro builds SEO-optimized websites with properly structured image markup, schema data, and fast load times.

Question 9

What is schema markup and why does it matter for Google rankings?

Accepted Answer

Schema markup is structured data in JSON-LD format that helps Google understand your website content. It enables rich snippets in search results like FAQ accordions, star ratings, and product details, which improve click-through rates. We implement Organization, FAQPage, BreadcrumbList, and service-specific schema across all websites we build.

Question 10

How can I get my website to rank on Google?

Accepted Answer

Ranking on Google requires fast page load speeds, mobile-responsive design, keyword-optimized title tags and meta descriptions, high-quality original content, proper heading structure, image alt text, schema markup, clean URLs, and authoritative backlinks. 316 Pro provides SEO-optimized web development with all of these built in.

Question 11

What services does 316 Pro offer?

Accepted Answer

316 Pro is a full-stack production studio and technology consulting partner. We offer cinematic media production including video, photography, and post-production, AI and LoRA model training, custom software development, managed IT infrastructure, GPU compute leasing, and smart-space solutions. We serve clients across Pakistan and the United States.

Question 12

Where is 316 Pro located?

Accepted Answer

316 Pro operates across two regions: 316 Pro Pakistan and 316 Pro LLC in the United States. We work with clients globally and deliver both on-site and remote services. Contact us at hello@316pro.co to discuss your project.