Live · Operator available AI Systems for Creative Production

Bespoke AI systems for creative production.
Installed into your employees.
Not in place of them.

It starts with a half-day workshop for your leadership team — mapping the work worth handing to AI. It ends with 1:1 installs for the operators who'll actually run it: each one walks out owning agents built around their real workflow.

Cape Town · Available globally where the calendar maths works
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// AI Systems for Creative Production
§ 01 · The wedge

Most AI rollouts fail because nobody owns the agent.
I install AI inside the person, not next to them.

Companies buy tools that sit unused. Or they hire consultants who build something nobody on the team can run six months later. The agents I install survive me leaving.

// COL.A Most AI rollouts

  • Sold to "the company"
  • Owned by a vendor or consultant
  • Dies when the consultant leaves
  • Generic best practices
  • Optimises for the next engagement

// COL.B The In-Seat AI install (Domanski.AI)

  • Installed inside the person
  • Owned by the operator using it
  • Compounds after I leave
  • Built around their actual workflow
  • Optimises for the kill switch
§ 02 · How it works

A workshop. A starter pack. A handful of operators who own their own agents.

One process. The same shape every engagement. Workshop earns the trust. Starter pack lets your team self-serve. 1:1 Role Installs go deep with the people who need it most.

STEP 01

I come in.

Half-day on-site with your exec team and department heads. We walk every workflow that AI could take over.

STEP 02

We find the leverage.

Whiteboard the team's pain points. Rank by ROI. Lock the highest-leverage workflow as the live build.

STEP 03

We build it in the room.

Your team watches the agent get built live, on your data. They reverse-engineer it. They learn how to do it themselves.

STEP 04

You leave with the Starter.

The In-Seat AI Starter Pack — the methodology, the templates, the worked example. Your team can spin up new agents themselves.

STEP 05

I prescribe the 1:1s.

Per-attendee recommendations within 24 hours: who specifically would benefit from a Role Install, what agent we'd build, what the ROI looks like.

§ 03 · Engagement shapes

Three shapes. Start with the workshop.

The workshop earns the room. The 1:1 installs do the work. The retainer maintains the leverage.

01 / GATEWAY

Founding Workshop

Half-day on-site · up to 10 attendees

Your exec team and department heads in one room. Map every workflow AI can take over, prioritise by leverage, build one working agent live. Walk out with a roadmap, a prototype, and per-attendee 1:1 recommendations.

From R40,000

Workshop fee credits toward 1:1 installs booked within 14 days.

Book a discovery call →
02 / THE GOLDMINE

Role Install

3 sessions over 2 weeks · 1 operator

I sit with one person — your finance lead, your e-commerce manager, your CFO — and we build the agents that take over the repetitive 60% of their week. They walk out owning every agent. They keep extending it after I leave.

From R20,000

Transformation Pack also available — 2–3 agents over 6 sessions, for roles where one agent isn't enough.

Book a discovery call →
03 / COMPOUND

Continuous Operator

Monthly · 30-day kill switch

Tuning agents across multiple roles. Building new workflows as the business evolves. Acting as the de facto AI lead without the headcount. Default upsell after 3+ Role Installs at one company.

Pricing on the discovery call

Book a discovery call →

// entry-tier pricing public · pack + retainer on call

§ 04 · The methodology

In-Seat AI

Four layers. Each one solves a specific problem you've already hit with AI. Together they're how an operator owns an agent that survives me leaving.

Read the full methodology →
01
DIRECTION
The problem of "I don't know how to set this up."

Every agent gets a brief — not a prompt.

A one-page contract that names the job, the inputs, the outputs, the receiver. Operators don't engineer agents. They write briefs. We build the first one together; from then on the operator owns it.

02
MEMORY
The problem of "I lose the thread between sessions."

Your agent remembers. Your voice. Your project. Tuesday's feedback.

Context lives in files the operator can read — not buried in a chat thread that resets when you close the tab. Open the laptop tomorrow and the agent picks up exactly where you stopped.

03
PRODUCTION
The problem of "I'm using 15% of what AI can do."

The agent does the repetitive 60% of the role.

Outreach lists, first drafts, research compilations, formatting passes, QA. Your judgment stays on the 25% that actually compounds — the creative call, the client conversation, the strategic choice.

04
PROOF
The problem of "how do I know this is actually working?"

Every run produces a receipt you can audit.

What the agent did, what it used, what it skipped, what it flagged for review. You audit your own AI labour the same way you'd audit a junior. No black box.

§ 05 · Stack language

Claude-led systems. Codex-supported. Human-directed.

Four tools. No bespoke black boxes. Everything I install your team onto, your team can keep using when I'm gone — real tools with documentation your operators can read.

Conversation
Claude

The conversational layer. Your operator's AI partner — the one they already know and trust. Everything in the stack starts here.

Runtime
Claude Code

The engine. Where the agents that run your repetitive 60% actually live. CLI, not magic. Briefs in, work out, receipts attached.

Visual
Claude Design

For the creative roles. Brand, marketing, design, content — agents that understand visual work, not just text. Built for the people who think in mood, not in markdown.

Adversary
ChatGPT Codex

The second opinion. When a Claude agent ships a build, Codex audits it. Two models, adversarial. The receipt at the bottom of every Proof layer.

No vendor lock-in to me. Everything documented. Everything portable. The day you stop needing me, your operators keep their agents — and the briefs that run them — exactly as they are.
§ 06 · Proof

The methodology is the credential. The install is the product.

LIVE IN MARKET // product 01
SPORTS · INTELLIGENCE
MzansiEdge

A sports-betting intelligence product that would normally need a content team, two analysts, an editor, a social media manager, and a part-time designer. I run it alone. Real customers. Live revenue. Every match-day, the agents pull the data, write the analysis, generate the image cards, validate the verdicts, and publish across 23 channels — without me touching a keyboard.

This is the proof of the methodology. Every Role Install I sell is a fraction of what's running here.

EVIDENCE PACK
NARRATIVE GEN
VERDICT VALIDATOR
CHANNEL PUBLISH

ROLES REPLACED → ~5–6 FTEs  ·  COST → token spend + 1 director (me)

// CASE STUDY 01 FIRST INSTALL
Mack Brands

"Paul was with us for an hour before everyone was trying to book one-on-ones with him." Three department heads booked 1:1 installs by lunch. The pattern working as intended.

Read the case study →

// THE PROOF YOU CAN POKE LIVE
Open the screen-share

When buyers ask "have you done this before," I open MzansiEdge running live. The methodology shipping in real time. No deck. No theory. The receipt.

In-Seat AI isn't zero people. It's zero new hires. The methodology doesn't replace your team — it makes each person on it capable of two or three more.
§ 07 · The operator

Who I am.

Portrait of Paul Domanski, founder of Domanski.AI // OPERATOR · CPT

Paul Domanski. Cape Town. I build AI systems for a living and I install them — role by role — inside South African scale-ups and mid-market companies.

I don't lead with credentials. I lead with what's running in production. Two AI products built and operated solo. The methodology that built them — In-Seat AI — is the credential. The install is the product.

I don't replace your team. I give each person on it the team they'd otherwise have to hire.

When buyers ask "have you done this before," I open a screen-share. MzansiEdge is running right now.
§ 08 · Start a conversation

Want to see if there's a fit?
30 minutes. Three questions. No deck.

What's your team shape? What's the workflow eating your week? Who's the person whose job AI could change the most this quarter? If there's a fit, we book the workshop. If not, I'll say so.

Bespoke AI systems for creative production. Installed into your employees. Not in place of them.