# Insiyak — Insiyak Generative AI Studio & Systems Lab

> From Stochastic Prompts to Deterministic Generative AI Pipelines.

- Canonical Website: https://www.insiyak.io
- Founder & Principal AI Systems Architect: Aly Akber (https://www.upwork.com/freelancers/alyakber)
- Verified Track Record: 361 Upwork engagements (353 completed + 8 active), 4.9/5.0 rating across 99 client reviews
- Agency Profile: https://www.upwork.com/agencies/1918402307813550207/
- LinkedIn: https://www.linkedin.com/company/insiyak/

## Transparent Engagement & Pricing Tiers
- **3-Day Go-or-Pivot AI Sprint ($1,500 fixed 72-hour sprint)**: Test your hardest bottle, garment, character, or workflow against a custom prototype ComfyUI DAG before committing to full infrastructure.
- **Creative Systems Retainer ($2,500 per month)**: Embed our dedicated diffusion pipeline engineer and creative art director for weekly 4K product drops, virtual try-on lookbooks, and Veo/Kling video ads.
- **Bespoke Production Systems ($5,000+ custom project scope)**: End-to-end proprietary generative AI pipelines containerized onto your own RunPod, Modal, Replicate, or AWS GPUs with optional Next.js + Payload CMS SaaS UI.

## Scroll Cinematic Narrative Worlds
- [The Latent Engine (Narrative V1)](https://www.insiyak.io/): Dark obsidian engineering narrative from raw SKU seed to serverless GPU inference.
- [The Generative Atelier (Narrative V2)](https://www.insiyak.io/atelier): Sunlit travertine editorial showcase for luxury product, fashion VTON, and 3D retail worlds.
- [Brand Logo Motion Lab](https://www.insiyak.io/brand-motion): Interactive 13-ribbon vector identity across 7 animation aesthetics.

## Commercial Service Landing Pages (14)
- [AI Product Photography & Catalog Relighting](https://www.insiyak.io/services/ai-product-photography): Studio-grade 4K SKU scenes with zero label distortion.
- [AI Virtual Try-On & Editorial Fashion Lookbooks](https://www.insiyak.io/services/ai-virtual-try-on): Drape real garments across custom brand models at thread-level accuracy.
- [Custom ComfyUI Workflow Development & Automation](https://www.insiyak.io/services/comfyui-workflow-development): SHA-pinned ComfyUI directed acyclic graphs built for production.
- [Custom LoRA Model Training & Dataset Engineering](https://www.insiyak.io/services/lora-model-training): Rank-stabilized bf16 LoRA weights that lock your exact brand DNA.
- [Consistent AI Influencers & Virtual Brand Ambassadors](https://www.insiyak.io/services/custom-ai-influencer): Own 100% of your virtual spokesperson across stills, Reels, and TikTok.
- [AI Video Production & First-to-Last-Frame Brand Films](https://www.insiyak.io/services/ai-video-production): Choreographed cinematic brand films with locked camera grammar.
- [AI Commercial Ads & High-Velocity Paid Social Creative](https://www.insiyak.io/services/ai-commercial-ads): Test 20 creative hooks per week without booking a single studio.
- [3D Retail Display, Window Installation & Pop-Up Design](https://www.insiyak.io/services/3d-retail-display-design): Ideated in generative AI. Engineered in 3D CAD for real fabrication.
- [AI Brand Identity, Packaging Visualization & Material Mockups](https://www.insiyak.io/services/ai-brand-identity-packaging): Hold photorealistic rigid boxes, glass flacons, and foil finishes before tooling.
- [Children’s Book Illustration, Card Decks & Sequential IP Worlds](https://www.insiyak.io/services/ai-book-illustration): Unbreakable character and brushwork continuity across 100+ spreads.
- [Serverless GPU Deployment for ComfyUI & Diffusion Pipelines](https://www.insiyak.io/services/serverless-gpu-deployment): Sub-second warm starts and autoscaling REST APIs on RunPod, Modal & Replicate.
- [Generative AI MVPs, Internal Brand Portals & SaaS Engineering](https://www.insiyak.io/services/ai-mvps-saas-integration): Ship a revenue-ready generative AI web product in weeks, not quarters.
- [Enterprise Generative AI Consulting, Licensing & Studio Transformation](https://www.insiyak.io/services/generative-ai-consulting): Turn ad-hoc AI experimentation into governed, IP-safe creative infrastructure.
- [3-Day $1,500 Go-or-Pivot Generative AI Feasibility Sprint](https://www.insiyak.io/services/go-or-pivot-ai-sprint): Empirical 4K proof on your hardest SKU in 72 hours—or pivot before overspending.

## Archive-Backed Portfolio Projects (18)
- [Fine Jewelry Macro Caustics & Catalog Relighting](https://www.insiyak.io/work/luxury-jewelry-macro-relighting): 26 macro SKU masters delivered at 78% lower cost than macro studio photography.
- [n8n + ComfyUI Amazon A+ Listing Factory](https://www.insiyak.io/work/amazon-sku-catalog-automation): 84 marketplace-ready listing visuals generated with <4 min human QC per SKU.
- [Multi-Pose Apparel Virtual Try-On Capsule](https://www.insiyak.io/work/apparel-virtual-try-on-lookbook): 134 lookbook deliverables shipped in 72 hours with intact seam & print registration.
- [Generative 3D Retail Gondola & Pop-Up Pipeline](https://www.insiyak.io/work/retail-popup-display-automation): Reduced retail pitch visualization turnaround from 14 days to same-day concepts.
- [Deterministic Product-Swap & Scene Relight DAG](https://www.insiyak.io/work/comfyui-product-swap-relight-dag): Zero label drift across 100% of batch test runs; packaged for 1-click designer execution.
- [Flux + PuLID Identity-Locked Style Transfer Graph](https://www.insiyak.io/work/flux-pulid-identity-style-transfer): Sub-6-second single-image personalization ready for serverless consumer web apps.
- [Consistent 3D Stylised Character Turnaround DAG](https://www.insiyak.io/work/consistent-3d-character-turnaround): Cut pre-production character concept-to-modeling signoff time by 65%.
- [Multi-Book Children’s Publishing Archive (1,000+ Spreads)](https://www.insiyak.io/work/childrens-book-universe-zora): Over 1,049 archive spreads delivered across print-published KDP and hardcover editions.
- [Commercial Before-and-After AI Restoration & Relight Suite](https://www.insiyak.io/work/before-after-commercial-retouching): 45 verified before/after transformations rescuing legacy catalogs at <$25/asset.
- [Automated Architectural Kitchen & Interior Visualization](https://www.insiyak.io/work/architectural-kitchen-spatial-renders): 40+ photorealistic kitchen configurations + motion walkthroughs generated on demand.
- [Automated Commercial Fleet & Truck Livery Mockup Engine](https://www.insiyak.io/work/fleet-branding-vehicle-wrap-pipeline): 110 commercial vehicle branding mockups generated automatically in minutes.
- [Optical-Grain Editorial Fashion & Beauty Portraiture](https://www.insiyak.io/work/editorial-fashion-portrait-realism): Adopted across luxury skincare moodboards, paid social, and digital twin campaigns.
- [Bespoke Private Jet Cabin & Luxury Aviation World](https://www.insiyak.io/work/private-aviation-interior-staging): 72 high-resolution aviation plates produced without aircraft downtime.
- [Artisanal Culinary, Beverage & Packaging Staging](https://www.insiyak.io/work/culinary-beverage-studio-photography): 41 print- and delivery-app-ready culinary assets delivered in 4 days.
- [78+ Card Collector Tarot & Affirmation Deck Production](https://www.insiyak.io/work/bespoke-tarot-card-deck-illustration): 116 finalized print-ready card plates shipped for physical box-set manufacturing.
- [92-Card Watercolor Strategy Tabletop Game Universe](https://www.insiyak.io/work/watercolor-tabletop-card-game-art): 92 unified card illustrations completed in 3 weeks with full print-bleed compliance.
- [Footwear & Leather Goods Multi-Angle PDP Suite](https://www.insiyak.io/work/footwear-accessories-ecommerce-pack): 3.2x faster paid-social creative testing across seasonal footwear colorways.
- [Automated Consistent AI Character Content Engine (n8n)](https://www.insiyak.io/work/consistent-ai-brand-ambassador-n8n): 20 consistent multi-scene character assets + MP4 reels produced from one automated batch.

## Engineering Case Studies (8)
- [Scaling 84 Amazon A+ Listing Visuals with n8n & Locked ComfyUI Relighting](https://www.insiyak.io/case-studies/scaling-84-amazon-skus-with-n8n-and-comfyui): How Insiyak replaced a 6-week physical tabletop shoot backlog with an automated n8n + ComfyUI relighting factory preserving 100% of product label pixels.
- [Eliminating Garment Print Drift Across 134 Virtual Try-On Lookbook Frames](https://www.insiyak.io/case-studies/thread-accurate-virtual-try-on-for-134-apparel-looks): Transforming flat-lay capsule garments into multi-pose editorial model photography without losing seam geometry or graphic print alignment.
- [Holding Multi-Character Continuity Across 1,000+ Children’s Book Spreads](https://www.insiyak.io/case-studies/48-spread-character-consistency-in-childrens-publishing): Inside our multi-character LoRA + regional latent masking workflow powering print-published children’s titles like “Zora Doesn’t Want to Move.”
- [Cutting Cold Starts from 78s to 4.2s for a Flux + PuLID Serverless API](https://www.insiyak.io/case-studies/sub-6-second-flux-pulid-serverless-inference-on-runpod): Containerizing a multi-gigabyte Flux + PuLID identity-transfer ComfyUI graph onto RunPod Serverless with FlashBoot and Cloudflare R2.
- [From Generative Spatial Concept to Millwork-Ready 3D Retail Pop-Ups](https://www.insiyak.io/case-studies/generative-to-cad-luxury-retail-popup-engineering): Combining n8n + ControlNet Depth spatial exploration with precision Rhino/Blender CAD modeling to compress retail pitch timelines by 70%.
- [Automating 110 Commercial Fleet Wrap Visualizations via n8n & UV Projection](https://www.insiyak.io/case-studies/automated-110-truck-fleet-livery-visualization-pipeline): Building an automated sales-enablement engine that places prospect brand logos and SKU art onto commercial vehicles in realistic street lighting.
- [Choreographing Dual Veo 3.1 Scroll-Scrubbed Web Worlds Under 10 MB](https://www.insiyak.io/case-studies/first-to-last-frame-veo-3-cinematic-scroll-worlds): How we pair Nano Banana Pro start/end plates, Google Veo 3.1 Quality Frames-mode clips, and off-main-thread ImageBitmap canvas scrubbing.
- [Shipping a 92-Card Watercolor Strategy Game Deck in 21 Days](https://www.insiyak.io/case-studies/92-card-watercolor-tabletop-game-in-21-days): Training a bespoke cotton-paper watercolor LoRA to ship 92 cohesive faction and policy cards on an indie Kickstarter budget.

## Technical Whitepapers (5)
- [Deterministic ComfyUI in Production: Eliminating Drift Across Enterprise SKU Pipelines](https://www.insiyak.io/whitepapers/deterministic-comfyui-enterprise-blueprint): A reference architecture for SHA-pinned custom nodes, pixel-locked alpha compositing, and reproducible Docker inference.
- [Serverless GPU TCO & Cold-Start Engineering: RunPod vs. Modal vs. Replicate vs. Dedicated A100s](https://www.insiyak.io/whitepapers/serverless-gpu-economics-runpod-modal-replicate): Empirical latency, FlashBoot memory snapshotting, and unit-cost modeling across 10,000+ monthly ComfyUI renders.
- [Rank-Stabilized bf16 LoRA Fine-Tuning for Sub-Pixel Product, Garment & Character Identity](https://www.insiyak.io/whitepapers/rank-stabilized-lora-training-for-brand-dna): Dataset curation, structured caption disentanglement, and multi-LoRA regional composition without overfitting.
- [Commercial Licensing, Copyright & IP Governance for Open-Weight Generative AI Pipelines](https://www.insiyak.io/whitepapers/commercial-ai-model-licensing-and-ip-governance): Navigating Flux.1 Pro/Dev/Schnell, SDXL, Wan 2.1, Veo 3.1, and custom LoRA ownership for enterprise brands.
- [Engineering 60fps Scroll-Scrubbed Generative Cinema for the Modern Web](https://www.insiyak.io/whitepapers/scroll-scrubbed-generative-cinema-web-architecture): First-to-last-frame Veo 3.1 choreography, monotonic window trimming, and bounded ImageBitmap canvas budgets.

## Commercial AI Guides & Benchmarks (18)
- [How Much Does Commercial AI Video Production Cost in 2026? Benchmarks & Tier Breakdown](https://www.insiyak.io/blog/how-much-does-ai-video-production-cost): In 2026, agency-grade commercial AI video production costs $1,500 for a 72-hour 4K proof-of-concept sprint, $2,500/month for an ongoing multi-spot creative retainer, and $5,000–$18,000 for bespoke multi-character brand films or automated Veo 3.1 / Kling / Wan video pipelines—typically 65% to 85% less than comparable live-action studio shoots.
- [How to Hire a ComfyUI Developer: 9 Engineering Checks That Separate Studios from Hobbyists](https://www.insiyak.io/blog/hire-comfyui-developer-production-checklist): When hiring a ComfyUI developer for commercial production, require git-SHA-pinned custom nodes in Docker, non-destructive alpha masking for product labels, headless API execution via WebSockets/JSON, automated golden-seed regression tests, and sub-8-second serverless GPU cold starts.
- [Custom Flux LoRA Training Cost & Dataset Guide for Brands (SKUs, Apparel & Characters)](https://www.insiyak.io/blog/custom-flux-lora-training-cost-and-dataset-guide): Professional custom Flux.1 LoRA training costs $600–$1,500 per hero SKU, garment capsule, or brand character (or comes bundled inside Insiyak’s $2,500/month retainer) and requires 15–35 color-calibrated, multi-angle reference images trained in bf16 precision with structured caption tokens.
- [AI Virtual Try-On for Shopify Fashion Brands: Turning Flat-Lays into 4K Editorial Lookbooks](https://www.insiyak.io/blog/ai-virtual-try-on-for-shopify-fashion-brands): Shopify fashion brands use garment-conditioned AI virtual try-on (CatVTON/IDM-VTON + Brand Cast LoRAs) to turn single flat-lay or mannequin photos into 4–8 consistent 4K model poses per SKU within 72 hours, cutting seasonal lookbook costs by up to 80%.
- [RunPod Serverless vs. Modal vs. Replicate: Hosting Production ComfyUI APIs in 2026](https://www.insiyak.io/blog/runpod-vs-modal-vs-replicate-for-comfyui-apis): RunPod Serverless delivers the lowest raw per-second GPU cost ($0.004–$0.012 per 4K Flux render on RTX 4090/L40S with FlashBoot), Modal offers the best Python-native container developer experience and sub-5s memory snapshots, and Replicate Cog suits rapid public API prototyping at higher volume cost.
- [How to Keep 100% Character Consistency Across a 32-Page Illustrated Children’s Book](https://www.insiyak.io/blog/consistent-characters-childrens-book-ai-illustration): Achieving 100% character consistency across 32 to 100+ children’s book spreads requires training dedicated character-turnaround LoRAs, isolating multiple characters in shared scenes via regional latent attention masks, locking pose skeletons with ControlNet, and exporting 300 DPI CMYK print-ready bleeds.
- [AI Product Photography ROI for D2C Brands: Studio Shoot Costs vs. Locked Relighting Pipelines](https://www.insiyak.io/blog/ai-product-photography-roi-calculator-d2c-ecommerce): Switching from physical location shoots ($350–$600 per SKU) to a pixel-locked AI product photography pipeline ($28–$55 per finished 4K SKU pack) reduces catalog production costs by 75–88% while shrinking seasonal launch lead times from 5 weeks to 4 business days.
- [Google Veo 3.1 vs. Kling vs. Wan 2.1: Which AI Video Model Wins for Commercial Brand Films?](https://www.insiyak.io/blog/veo-3-vs-kling-vs-wan-commercial-video-benchmark): Google Veo 3.1 leads in physically accurate specular caustics and smooth first-to-last-frame optical choreography, Kling excels at complex human motion and fabric dynamics, and open-weight Wan 2.1 inside ComfyUI wins whenever strict custom LoRA weight injection or private cloud control is required.
- [Zero Label Distortion: How to Render Foil, Embossed Glass & Fine Typography in ComfyUI](https://www.insiyak.io/blog/preventing-packaging-label-distortion-in-flux-and-comfyui): To keep 6-point packaging typography, gold foil, and barcodes 100% sharp in ComfyUI, never run the label region through VAE denoising; instead, erode the product alpha mask by 1.5px, synthesize environmental lighting and contact shadows around the silhouette, and composite original linear-light RGB pixels with specular edge light-wrap.
- [Brand-Owned AI Personas vs. UGC Creator Licensing: Cost, Legal Safety & Conversion Data](https://www.insiyak.io/blog/brand-owned-ai-influencers-vs-ugc-creator-fees): Training a brand-owned synthetic AI persona ($1,500–$3,500 one-time setup) eliminates recurring $500–$2,500/month UGC creator usage-rights renewals, ensures zero talent exclusivity conflicts, and allows instant multi-language product holds across paid social and PDPs.
- [Automating Amazon PDP & A+ Listing Visuals with n8n, Airtable & Headless ComfyUI](https://www.insiyak.io/blog/automating-amazon-a-plus-catalogs-with-n8n-and-comfyui): An n8n + headless ComfyUI catalog pipeline watches Airtable, Shopify, or Google Drive for new SKU cutouts, dispatches parallel relighting jobs to serverless GPUs, enforces Amazon pure-white RGB(255,255,255) main-image compliance plus 6 lifestyle crops, and posts Slack approval cards in under 4 minutes per SKU.
- [From Generative Concept to Fabricated Flagship: AI + 3D CAD for Luxury Retail Pop-Ups](https://www.insiyak.io/blog/luxury-3d-retail-popup-design-with-generative-ai-and-cad): Combining generative spatial exploration with Rhino/Blender 3D CAD lets retail teams explore 25+ photorealistic pop-up material directions in 48 hours and translate winning concepts directly into dimensioned millwork elevations and fabrication-ready 3D packages.
- [Physically Guided Perfume & Cosmetic Bottle Relighting: Caustics, Gold Foil & Rim Light](https://www.insiyak.io/blog/ic-light-perfume-and-cosmetic-bottle-relighting-tutorial): Prestige fragrance and cosmetic relighting combines directional normal/depth maps, IC-Light specular rim synthesis, internal liquid transmission masks, and hot-stamped foil reflectivity passes—delivering 4K campaign stills from a single studio bench shot.
- [Flux.1 Dev, Flux Pro & SDXL Commercial Licensing Guide for Enterprise Brands (2026)](https://www.insiyak.io/blog/flux-vs-sdxl-commercial-licensing-for-enterprise-brands): For commercial production in 2026, Apache-2.0 models (Flux.1 Schnell, SDXL, Wan 2.1) permit unrestricted self-hosted commercial inference and fine-tuning, while Flux.1 Dev requires a Black Forest Labs commercial self-hosting license when running commercial APIs or SaaS endpoints (whereas generated outputs remain commercially usable under compliant tiers).
- [The 72-Hour Go-or-Pivot AI Sprint: Why Smart Brands Never Sign 6-Month AI Retainers Blind](https://www.insiyak.io/blog/why-start-with-a-72-hour-ai-proof-of-concept-sprint): A 72-hour Go-or-Pivot AI Sprint ($1,500 fixed) tests your actual edge-case SKU, garment, or character inside a prototype ComfyUI pipeline before you commit to full infrastructure—delivering 4K empirical benchmarks, GPU unit-cost math, and a 100% credit toward full deployment.
- [Architecture Blueprint: Building a Revenue-Ready Generative AI SaaS MVP with Next.js 16, Payload 3 & Serverless GPUs](https://www.insiyak.io/blog/building-generative-ai-saas-mvp-nextjs-payload-serverless-gpu): A production generative AI SaaS MVP combines Next.js 16 + Payload 3 for auth, RBAC, and template management, an atomic credit ledger with Stripe billing, asynchronous job queues dispatching to RunPod/Modal ComfyUI workers, and presigned Cloudflare R2 asset delivery—typically shipping in 3–5 weeks.
- [Eliminating Plaid, Floral & Screenprint Drift in AI Fashion Lookbook Generation](https://www.insiyak.io/blog/fixing-garment-print-drift-in-ai-fashion-photography): Preventing fabric print drift in AI fashion photography requires pairing garment-warping attention masks (CatVTON) with a high-frequency wavelet/detail restoration pass or a lightweight per-print LoRA trained on flat-lay macro swatches.
- [How to Dockerize Headless ComfyUI with Git-SHA-Pinned Custom Nodes & Checksummed Weights](https://www.insiyak.io/blog/dockerizing-comfyui-with-sha-pinned-custom-nodes): To Dockerize headless ComfyUI reliably for production, pin ComfyUI core and every custom_nodes repository to immutable git commit SHAs, pre-compile PyTorch/xFormers wheels in a builder stage, verify model safetensors via SHA-256 manifests at boot, and run a warmup inference probe before accepting queue traffic.

Full AEO/GEO technical corpus: https://www.insiyak.io/llms-full.txt