Custom AI engineering, built for production.

AI media systems, AI agents, private LLMs, and integrations. Custom-built for your team and your data. Production-grade from day one.

AI Readiness Audit$5K

Free Strategy Call

AI Digital Brain

Also building:Private LLMs AI agents Voice AI Real-time dubbing Document automation AI integrations Fractional AI leadership

Pain points we solve

If any of these sound familiar, we should talk.

Plain language. Real problems. We build the AI that fixes them.

Did our AI tool memorize our unreleased work?

Training-data leaks, vendor data-use clauses, and how to use AI without giving away the IP.

Private AI without the leak risk

AI made our brand sound like everyone else's.

Same templates, same voices, same prompts. Our work fixes the brand layer above the model.

How we fix off-brand AI

Our AI characters look different in every shot.

Faces drift, outfits change, brand assets warp. We pin identity across scenes and shots.

How we hold character identity

Live AI is too slow to feel live.

Sub-second dubbing, sub-100ms response, broadcast-grade real-time. Different stack from on-demand AI.

Sub-second AI playbook

We spent thousands on AI video with nothing to show.

Wrong tool for the job, wrong pipeline, wrong evaluation. The 4-way model question buyers keep getting wrong.

Which AI video tool for which job

AI is supposed to save us time. It's costing us more.

Per-seat pricing, retries, observability, hidden context costs. The total bill of AI in production.

Real AI cost math

Our designers spend more time fixing AI than creating.

Where AI saves design time and where it adds time. The honest split.

Where AI actually helps design

Every AI video looks the same after 10 seconds.

Default styles, default camera moves, default everything. How to build a recognizable AI look.

Make AI video look like yours

How we build

Methodology, in plain language.

How we approach hard AI media problems. Read what's shipped.

Sora 2 vs Veo 3.1 vs Runway Gen-4 vs Kling: which AI video tool to use for which job in 2026

The 4-way matrix buyers keep getting wrong. Strengths, prices, failure modes, Sora migration plan.

Why AI keeps making things off-brand (and how to actually fix it)

Brand-governance layer above the model. Frontify, Typeface, Adobe Firefly Custom Models, and what Project Fizzion got right.

Sub-second live AI dubbing: the MLS / FanCode / NASCAR playbook

Live latency math. Camb.ai-class stacks. Broadcast-grade vs demo-grade. Where the sub-100ms tier actually starts.

Thesis and analysis

What we think about what just happened.

An engineer's read on the AI stories that actually matter.

Someone just broke Google's SynthID watermark. Here's what that means for AI media proof.

What the break actually shows. What still holds. What the AI-proof stack looks like the day after.

Read the analysis

Sora is gone. Here's which AI video tool to use now.

The decision matrix the day OpenAI's API deprecation hits. Migration paths by use case.

Read the analysis

Hollywood is quietly using AI more than they say.

The public quotes vs the in-pipeline reality. Why studios won't talk about it on the record yet.

Read the analysis

What we do

Services, in two groups.

AI media is what we're known for. Engineering is where most of our current work runs. Both groups are live and taking projects.

AI Media

AI video, voice, and content systems built to clear legal, brand, and broadcast bars.

AI Content Production

AI Content Production

AI-assisted content at production volume, written to read like a sharp human. Volume without slop.

Blog Production

Content Strategy

AI Cinematic and Motion Design

AI Cinematic and Motion Design

We build the video system: brand templates, avatar and voice setup, and the review gate that keeps output on standard. Your team produces the volume.

Video Production

AI Product Photography

AI Product Photography

We build the image pipeline for your catalogue. Your SKUs, your look, your brand rules. Your team generates the volume, or it runs straight off your product feed.

Product Photography

AI Dubbing and Localization

AI Dubbing and Localization

We build the localization pipeline: language coverage, terminology control, and a human review gate that holds up in regulated and broadcast settings.

AI Engineering

Private LLMs, AI agents, integrations, compliance, document automation, and fractional AI leadership.

Private LLM Hosting and Custom Model Training

Private LLM Hosting and Custom Model Training

Host private LLMs in your environment. Fine-tune custom models on your data. On-prem, VPC, or air-gapped. No public APIs touching your data.

AI Agents and Workflow Automation

AI Agents and Workflow Automation

Stop copy-pasting between 11 SaaS tabs. Automate the workflow that eats your team's week.

Workflow Automation

AI Integration Depth

AI Integration Depth

Connect your existing platforms to AI. Epic, Clio, Yardi, NetSuite, Guidewire, QuickBooks. Real API patterns, named publicly.

AI Production Readiness and Fractional AI Leadership

AI Production Readiness and Fractional AI Leadership

Stuck at the pilot stage? Take AI from POC to production with proper evals, observability, SLAs, and senior AI leadership on retainer.

Fractional CAIO

AI Document Processing and SOP Automation

AI Document Processing and SOP Automation

Automate the document workflows that eat your team's time. AP, contracts, claims, intake forms, SOPs. Production-grade pipelines with audit trails.

AI Sales and CX: Voice AI, AI SDR, Chatbots

AI Sales and CX: Voice AI, AI SDR, Chatbots

Cut SDR cost-per-meeting in half. Without losing reply rates. Without firing anyone.

AI Education and Corporate Training

AI Education and Corporate Training

Your team reclaims 40+ minutes per day within 4 weeks. Live cohorts, role-specific, taught by an operator running the same workflows in production today.

Corporate Workshops

Executive Education

See every service

How we work

Custom engagements. Senior judgment. Production-grade output.

Every engagement is custom. No packaged products, no per-seat upsell. We scope to what your team actually needs, ship to your stack and your data, and stay through production.

The fastest way in is the AI Readiness Audit: $5K, 14 days, three implementable wins, money-back if we don't find them. If you want a 30-minute working call first, that's free.

AI Readiness Audit$5K Free Strategy Call