AI operating layers for founder-led businesses

Stop experimenting with AI. Start operating with it.

We install the dashboards, agents and approvals that turn scattered AI tools into one control layer — built around how your business actually runs.

Apply for an audit → Watch a free live demo →
Hybrid VSL
▶
See the harness in under 5 minutes
Explainer + founder walkthrough + live dashboard demo
The problem

Most businesses are using AI randomly.

Prompts, bots and automations everywhere — but no control layer showing what AI is doing, what needs approval, and what's actually creating value.

🫥

No owner visibility

AI outputs are scattered across tools and people. You can't see what matters or what's actually getting done.

🚦

No approval process

Agents draft work, but there are no rules for what can publish, send or change. So you either micromanage or you don't trust it.

📉

No clear ROI

No way to measure whether AI is saving time, cutting errors or making money. It feels busy, not profitable.

The framework

The AI Harness Framework

Six layers that turn AI from random outputs into a business operating system — useful, accountable and measurable.

1
Business Map
People, tools, workflows, bottlenecks and reporting gaps.
2
Data Layer
CRM, ecommerce, sheets, email, accounting, inventory, ads.
3
Agent Layer
Agents that draft, research, monitor, summarize and recommend.
4
Approval Layer
What AI does automatically, what it drafts, what needs a human.
5
Dashboard Layer
The owner command center: approvals, activity, alerts, reports.
6
Evaluation Layer
Quality checks, logs, ROI review, errors and improvements.
Proof lab

We built the harness inside our own businesses first.

Every layer below is running in production right now — not a demo, not a pitch. This is the operating layer we install for clients.

Dashboard layer

Executive command center

One live screen pulling Shopify, accounting, Google Analytics, tasks and more together in real time — the owner's dashboard, with approvals and alerts built in.

6+Data sources
LiveReal-time
0Manual updates
Agent layer

Autonomous order management

An agent handles Shopify & WhatsApp orders end-to-end across many concurrent conversations: answers customers, takes orders, creates drafts and tracks fulfillment.

24/7Always on
∞Concurrent chats
85%Less manual work
Vision

Autonomous camera supervision

An agent watches live security cameras, counts plants and objects across the full frame, and flags what changes — no one staring at screens.

6Cameras
24/7Watch
On-frameVision
Finance

Automated expense processing

Just send a photo of a receipt — the agent reads it, categorizes the expense automatically, and files it straight into the accounting system. Zero data entry.

PhotoJust send it
AutoCategorized
0Data entry
Intelligence

Nightly competitor radar

Every night an agent scrapes competitors and the market, builds a competitor graph, and delivers a morning brief on what moved and why.

NightlyCollection
GraphCompetitors
AutoMorning brief
Content

Articles from a vector database

An agent turns a 1,000+ document knowledge base into on-demand articles and answers, grounded in the source material (RAG).

1,177Docs indexed
RAGGrounded
On-demandGeneration
Who's behind this

A technical founder who runs on this stack every day.

Federico Sicardi

Federico Sicardi

Technical Founder — White Otter Labs

I'm a systems engineer, and I got into AI agents the practical way: I needed my own businesses to run without me babysitting them. So I built agents to process the orders, watch the cameras, read the receipts, brief me every morning — and a dashboard to keep them all honest.

That's the whole pitch. I don't sell hype or demos. Everything I install for a client, I run in production myself first. If it can't survive my own operation, it doesn't ship to yours.

Agentic architecture Human-in-the-loop Executive dashboards Shopify / Stripe / accounting Uruguay 🇺🇾 · serving globally
The offer

The AI Harness Sprint

A 14–30 day implementation where we map your business, build your executive dashboard, install 2–4 practical agents, set up approvals and reporting — and hand you the keys.

Your business, running on an AI operating layer in 30 days.

We don't sell you tools and leave. We install the whole control layer, wire it to your real systems, and hand it over with SOPs and training.

  • AI Ops Audit
  • AI Harness Blueprint
  • Executive dashboard
  • 2–4 practical agents
  • Approval workflow
  • Weekly owner report
  • SOPs & training
  • 30 days of support
Start here
$1.5K–2.5K
AI Ops Blueprint. A paid diagnostic + architecture plan: your first 3 high-value AI workflows. Creditable toward the sprint.
Most popular
Core implementation
$7.5K–15K
AI Harness Sprint. The full build: dashboard, agents, approvals and reporting installed and running in production.
Ongoing
+$2.5K–7.5K/mo
Sprint + Retainer. $10K setup plus a monthly retainer to run, optimize and expand your operating layer.

Founding-client pricing — early proof / case-study range. As the systems compound, a full operating layer runs $25K–100K+ depending on complexity and business impact.

Apply for an AI Harness Audit.

We'll identify the first three workflows AI should handle in your business — and show you exactly what your operating layer could look like. Best for founder-led businesses doing $500K–$10M/year.

Apply for an audit →
Rather build it yourself?

Join the Operator Lab.

Not every business needs a done-for-you sprint. The Operator Lab teaches founders and their teams to build the harness themselves — courses, live sessions and a community of operators. Start with “Deploying your first OpenClaw agent in a real-life scenario.”

$50/month
Explore the Operator Lab →
01

Foundations

What an AI operating layer is and why it wins

02

Your First Agent

Deploy your first OpenClaw agent in a real scenario

03

Approvals & Human-in-the-loop

Make agents safe to trust in production

04

Dashboards & Integrations

Command center + real API connections