Symmetry Business Learning Systems

One workflow, redesigned and proven in 90 days.

“Most organizations do not have an AI problem. They have an operating-model problem.” — Dr. Thomas F. Scotton

Who it's for

Owners of small and mid-size firms. The core track is for teams of 50 or fewer, where we redesign the whole company directly. Larger firms run it on one function at a time.

The problem

Most firms use AI, but few have changed how they run. Calendars and approval chains look like 2023: faster busywork, no gain in profit. The fix is to redesign how work flows, one workflow at a time, with safe oversight built in.

Step 1: Readiness Assessment — how to get started

Take the free online AI Readiness Assessment at aiassessment.drscotton.com for an immediate score.
Book a 30-minute discovery call with Dr. Thomas F. Scotton at calendly.com/drscotton.
Full Readiness Assessment (paid engagement): includes the AI maturity ladder (L0–L5) showing where you stand today. You receive a scored baseline report, a recommended starting workflow, and a go/no-go plan. Pricing is shared on the call.

Days 1–30

Define and Set Up

Destination workshop (backcasting): design what your AI-native company looks like, then work backward from it.
Turn your mission into clear rules AI must follow.
Set up the core system: shared activity logging, a registry of agents, and one agent per job.
Choose one workflow with high coordination and low judgment, such as invoice processing or support triage.

Deliverables: a signed destination plan, the core system running, and a one-page data map for the chosen workflow.

Days 31–60

Map, Strip and Build

Capture expert know-how through guided interviews.
Break every role into tasks and score each from 1 to 5 for AI readiness. Tasks scoring 4–5 go to agents now.
Four Pillars oversight from day one: every agent tested continuously; searchable decision logs; one-step roll-back; a named human reviews anything touching money, legal text or customers.

Deliverables: a task map, agent specifications, and a side-by-side trial run of the new workflow against the old one.

Days 61–90

Prove and Hand Over

Measure the new workflow against the old on speed, errors and cost per transaction, using targets set in advance.
Test emergency stops; map who decides your top 20 decisions.
Bridge Curriculum for staff: rotation, apprenticeship and clear promotion paths, so your people move into higher-judgment work rather than out the door.

Deliverables: a leadership results briefing and a decision on whether to retire the old workflow.

What you have at Day 90

One workflow running AI-native, with full oversight
A trained team and a staff transition plan
Re-scored readiness and oversight ratings
A 12-month roadmap ranking your next workflows

How we measure success

The rate at which humans override the AI falls week over week. This is the key test.
Faster cycle time, fewer errors, and lower cost per transaction
Oversight pillars scored 3 or higher out of 5

Start with the free online assessment, then book a 30-minute discovery call to schedule your full Readiness Assessment.

Based on the frameworks in The Organizational Singularity by Salim Ismail. This program is independent and is not affiliated with or endorsed by OrganizationalSingularity.com.

For family caregivers and busy households

For family caregivers

Family Caregiver Masterclass

32 modules across six learning pathways: Foundations of Aging, daily care skills, Medical Safety, Dementia Care, Psychosocial Support, and Caregiver Wellness.

$29/month or $199/year · Module 1 is always free

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Pocket Playbooks

Small playbooks that make caregiving and life admin easier: templates, planners and prompt packs.

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About Dr. Scotton

Dr. Thomas F. Scotton, MD is a retired physician and healthcare educator with more than five decades of medical experience. He has trained hundreds of professional caregivers and created the Family Caregiver Masterclass to turn professional knowledge into clear, practical guidance families can use every day.

Based in Pasadena, California, he is also a business consultant and life coach, and the author of Tech Savvy Seniors: A Comprehensive Guide to Digital Literacy and From Doubt to Drive: A Self Esteem Coaching Handbook. More at drscotton.com.

Your AI tools are moving faster than your operating model.