Studio services

Six disciplines for on-brand AI imagery

Pixel Neural AI delivers image production as a creative consultancy — diffusion workflows, visual prompt systems and human-reviewed output for SMEs, scale-ups and enterprise teams across Canada. These are studio engagements, not software licences or training courses.

Discipline 01

AI Image Generation Strategy & Creative Briefing

Before any diffusion model runs, we need to understand what your brand actually requires. Our discovery sessions map visual direction, style reference priorities, legal constraints and measurable outcomes for your Canadian market context. We translate marketing goals into a prompt-and-refine method your team can follow — not a vague promise of unlimited images.

Senior creatives lead every briefing. We document project scope, retainer options and a realistic roadmap so image production aligns with your internal approval cycles. This is visual-AI consultancy at the strategy layer: honest about what AI image generation can accelerate and what still demands traditional craft.

Indicative range: C$4,500–C$12,000 per discovery engagement

Style reference wall in the Pixel Neural AI studio

Discipline 02

Text-to-Image & Diffusion Pipeline Design

We architect neural image pipelines tailored to your production rhythm. That means selecting appropriate diffusion models, configuring control-net guidance, building visual prompt templates and establishing batch parameters for creative rendering at scale. Every pipeline includes checkpoint documentation so your team understands how first draft becomes final frame.

Pipelines are tested against your style reference library before production runs begin. We design for repeatability — the same brief should produce visually consistent results across sessions, with guardrails that flag drift early. Human-in-the-loop review gates sit at defined intervals, not as an afterthought.

Indicative range: C$8,500–C$28,000 per pipeline build

Discipline 03

Brand Visual Systems & On-Brand Generation

Brand-safe imagery requires more than a well-worded prompt. We build visual systems that encode your colour logic, composition rules, typography adjacency and negative constraints into repeatable generation workflows. Style reference boards become living documents — updated as your brand evolves and as model capabilities shift.

On-brand variations are generated within defined parameters, then reviewed for visual consistency across batches. We work with your art directors to set acceptance criteria before production delivery begins. The goal is synthetic photography that reads as yours — not generic AI output with a logo pasted on.

Indicative range: C$12,000–C$35,000 per visual system

Discipline 04

Product & E-commerce Imagery

Product visualization at volume is where many teams first feel the pressure — forty SKUs, three angles each, seasonal variants due before the campaign ships. We build product image batch workflows with pixel-level consistency checks, background control and label-accuracy review. Inpainting handles detail fixes; image upscaling prepares assets for print and web.

Every product shot passes image QA against your reference standards. We do not guarantee flawless label reproduction or perfect material texture — AI image models can misread fine detail — but we do guarantee a structured review process with human sign-off before you receive files.

Indicative range: C$6,500–C$22,000 per product batch project

Product image batch review on studio monitors

Discipline 05

Style Control, LoRA & Visual Fine-Tuning

When prompt engineering alone cannot hold your visual direction, we move to fine-tuning. LoRA training on curated style reference sets, control net configuration for pose and composition, and visual prompt system maintenance keep generation aligned over months of production. This is technical craft — not a one-click filter.

Fine-tuning engagements include dataset curation guidance, training review sessions and post-training QA against your brand benchmarks. We document model versions, training parameters and usage constraints so your team understands what the tuned weights can and cannot do.

Indicative range: C$9,500–C$32,000 per fine-tuning cycle

Discipline 06

Image QA, Guardrails & Production Delivery

The last mile matters. Our production delivery discipline covers image guardrails, automated and manual QA passes, metadata packaging and asset handoff in formats your team expects. Outpainting and inpainting refinement address edge cases that batch generation misses. Every delivery includes prompt lineage documentation.

Retainer arrangements are available for teams needing ongoing image production with a standing review loop. We scope retainers monthly with clear deliverable definitions — not open-ended generation with no accountability.

Indicative range: C$5,500–C$18,000 per delivery cycle · Retainers from C$4,200/month

QA review desk with calibrated displays

Results disclaimer: Our studio provides professional AI image-generation consulting, creative direction and production services for client organizations. We do not guarantee specific business outcomes, photorealism, brand accuracy or that any generated image will be error-free. AI image models require human review and oversight. Outcomes depend on brief quality, references, scope and use context.

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Share your brief and we will recommend a discipline mix with honest CAD pricing.

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