Systems of Intelligence consulting

AI transformation is the redesign of work.

SymbiCorAI helps leaders redesign consequential systems of work so people and AI can act, learn, and remain accountable together.

Bring us one work system Explore the approach
Systems of Intelligence: Human/AI Symbiosis, connecting operational state, human–AI roles, authority, and evidence and learning.

The challenge

You can have considerable AI activity without building a better system of work.

Tools can improve outputs while roles, decisions, knowledge, and accountability remain unchanged. That is useful—but it is not yet transformation.

AI activityFaster tasksMore outputsDisconnected learning
System improvementBetter decisionsMaintained knowledgeGoverned learning

The approach

Design the whole system—not just the AI.

A System of Intelligence is a bounded system of consequential work in which people, AI, operational knowledge, feedback, and authority are deliberately designed to work as one.

The System of Intelligence operating loop: signals and experience flow through maintained operational state, interpretation and judgment, coordinated action, outcomes, and feedback, with governance surrounding the whole loop.
The operating loop: governed work that carries learning into the next cycle.

How we help

From a live business problem to a learning system.

01

Discover the consequential work

Find the recurring work where AI can materially improve the system—not merely accelerate an isolated task.

Executive working sessions · opportunity discovery · prioritization
02

Design the System of Intelligence

Define the purpose, operating loop, human and AI roles, decision authority, governance, and evidence before technology outruns the work.

Target design · human–AI roles · governance · pilot roadmap
03

Develop symbiotic competency

Equip people and teams to build, direct, challenge, govern, and improve their working relationship with AI—without weakening human agency or authority.

Role-based practice · trust calibration · human authority · team learning
04

Put it into work and learn

Implement the design in real recurring work, learn from evidence, and decide whether to scale, redesign, sustain, or stop.

Pilots · adoption · evidence reviews · portfolio advisory

The design ambition

Human–AI symbiosis, under meaningful human authority.

Symbiosis is more than assistance. It is the deliberate design of complementary contributions, calibrated trust, challenge, escalation, and learning.

The goal is work that improves without surrendering human purpose, judgment, responsibility, well-being, or practical authority.

Our mission“We help clients design Systems of Intelligence in which human and artificial intelligence work symbiotically to learn, improve, and build lasting advantage—all governed by human purpose, judgment, and authority.”
Symbiotic competency connects better performance, judgment, coordination, and learning with stronger human agency, judgment, responsibility, and capacity to govern.
Symbiotic competency measures both sides of the relationship: what people accomplish with AI and what they become through it.

Who we work with

Leaders accountable for turning AI investment into operating results.

  • COOs and business-unit leaders
  • Chief Transformation and Chief AI Officers
  • CIOs, CTOs, and enterprise AI leaders
  • Leaders accountable for consequential recurring work

About Allan Adler

Operator · strategist · author

A long view of enterprise work. A practical view of AI.

Allan Adler is the founder of SymbiCorAI and creator of the Systems of Intelligence framework. A two-time CEO, strategist, and enterprise advisor, he has spent four decades at the intersection of strategy, technology, organizational change, and partner ecosystems.

Allan began his career at Deloitte, where he earned his CPA, and later worked in strategy consulting at The Boston Consulting Group. He founded and led MSI Consulting Group, a 100-person strategy firm serving the technology industry, and later served as Managing Partner and Chief Ecosystem Officer at Digital Bridge Partners.

He has advised organizations including Adobe, Boeing, Cisco, SAP, Tech Data, and VMware. Allan earned his MBA from Harvard Business School, where he was a Baker Scholar.

Book cover for Systems of Intelligence: Human/AI Symbiosis by Allan Adler

The forthcoming book

How humans and AI transform work without surrendering human sovereignty.

Follow the argument, the emerging framework, and the practical ideas behind Systems of Intelligence—including the real symbiotic system helping to write the book.

Explore the book

Start with one consequential system

Where AI and the operating model have yet to sync up.

Schedule a working conversationallan@symbicorai.com