Direction
Define the mandate, scope the value, align stakeholders, and establish guardrails for safe scale.
Turning frontier AI into institutional capability.
Ryan Wright is Senior Director, AI Consulting at Every, working with executive teams to move from experimentation to durable systems, workflows, and operating practices.
The challenge
AI has moved fast. Most organizations haven't.
Leaders are under pressure to deliver outcomes, not experiments. The gap is no longer access to models. It is the work of turning AI into reliable systems that fit how the organization actually operates.
Systems
Design governed workflows, evaluation systems, and tooling that make performance measurable and behavior repeatable.
Adoption
Build skills, enable teams, and embed ways of working that turn systems into day-to-day operating capability.
Institutional AI
The model is only the beginning.
Institutional AI requires more than access. It requires design, judgment, and operating discipline.
Capabilities
Executive AI enablement
Vision, use-case portfolio, risk posture, and an operating model for institutional AI.
Workflow & skill design
Human-AI workflows, role design, and capability building embedded in day-to-day work.
Evaluations & governance
Model and workflow evals, monitoring, policy, and controls for regulated, high-stakes environments.
Training & adoption
Team training, playbooks, change management, and adoption programs that stick.
Applications
Research
Synthesis, ideation, and hypothesis generation at scale.
Investment processes
Decision support, scenario analysis, and repeatable research workflows.
Operations
Process redesign, knowledge systems, and month-end workflows.
Business development
Market intelligence, diligence, and relationship workflows.
Credibility
Senior Director, AI Consulting at Every
Working with executives and teams to turn frontier models into practical workflows and operating practices.
Wiley Finance author
Author of The Art & Business of Professional Trading, on professional trading and judgment under uncertainty.
View book ↗Markets since 2007
Institutional experience across trading, fund management, and AI consulting.
Next step
Move AI from experimentation into practice.
Work with Ryan through Every ↗
All AI consulting is delivered through Every.