SaaS + Enterprise Technology
Onboarding, enablement, product education, and workflow-based learning inside enterprise software teams.
- IBM
- McKinsey & Company
- Thought Industries
- Shutterstock
- MSC Industrial Supply
Portfolio by Liz Linares
Liz Linares.
Tidal Elements · AI-Enabled Learning Systems
Strategic AI-enabled learning systems thinker and enablement architect — designing workflow transformation, organizational readiness, and adaptive capability inside real operating environments.
I design workflows, readiness systems, and practice environments that help teams use AI to reduce friction, improve quality, and stay confidently in control of the work.
The goal is not to automate people out of the process. It’s to redesign work so people can spend more energy on judgment, creativity, empathy, and expertise.
01Areas of focus
Strategic capabilities at the intersection of learning, AI, and workflow.
Where this practice operates — across enablement architecture, AI adoption, and the systems that make capability scale inside real organizations.
Focus · 01
Human-Centered AI Enablement
Designing AI adoption around judgment, expertise, and trust — not around the tool.
Focus · 02
Learning Systems Strategy
Connecting signals, practice, reinforcement, and measurement into one operating system.
Focus · 03
Workflow Transformation
Redesigning the work itself so AI removes friction inside the day, not on top of it.
Focus · 04
AI-Supported Practice Environments
Sparring partners, rubrics, and feedback loops that build capability through real reps.
Focus · 05
Capability Architecture
A layered view of outcomes, workflows, roles, and supports — built to scale and adapt.
Focus · 06
Organizational Readiness
Diagnosing where teams, workflows, and governance are ready to absorb change.
Focus · 07
Adaptive Enablement Ecosystems
Onboarding, coaching, and reinforcement that flex with role, context, and pace.
Focus · 08
Systems Thinking & Operational Strategy
Seeing the whole field — workflows, signals, behaviors, incentives — before designing the response.
02Choose where to begin
Pick the path that fits what you need to see.
03The practice
Five layers, one system.
The work isn't a course library or a chatbot — it's how these layers connect inside the flow of work.
01
Learning strategy
What changes, for whom, and why
02
Workflow design
Where help shows up in the day
03
AI support
Practice, feedback, analysis
04
Reinforcement
Managers, prompts, nudges
05
Measurement
Adoption signals and behavior shift
04AI Adoption Operating Model
A continuous operating rhythm — not a one-time rollout.
AI adoption isn’t about replacing people. It’s about redesigning workflows so AI supports the parts of work that are repetitive, slow, or cognitively heavy — while people stay responsible for judgment, context, care, and decisions.
Operating rhythm
AI Adoption Flywheel
Tap a node to explore
Step 01
Discover
Find high-value workflows.
Identify where work is slow, inconsistent, repetitive, risky, or knowledge-heavy. Look for expert bottlenecks, manual synthesis, repeated handoffs, slow decision cycles, and workflows with unclear ownership.
Output
Workflow inventory and opportunity backlog.
- Step 01Discover
Find high-value workflows.
Identify where work is slow, inconsistent, repetitive, risky, or knowledge-heavy. Look for expert bottlenecks, manual synthesis, repeated handoffs, slow decision cycles, and workflows with unclear ownership.
OutputWorkflow inventory and opportunity backlog.
Loop→ back to Discover. Adoption is a rhythm, not a finish line.
AI adoption · continuous operating rhythm
05Enterprise breadth
Selected Enterprise Experience.
Onboarding, enablement, and workflow-based learning across SaaS, healthcare, retail, financial services, manufacturing, and enterprise operations.
- Enterprise systems
- Regulated environments
- Frontline operations
- Product launch readiness
- SaaS enablement
Representative organizations
Healthcare + Diagnostics
Workflow-based training, procedural learning, and diagnostic process education.
- Net Health
- IDEXX
+ additional enterprise healthcare organizations
Financial Services + Enterprise Operations
Compliance training, manager enablement, and onboarding inside regulated environments.
- Raymond James
- Church Mutual
- PPL Corporation
- Tricon Residential
- Buckeye
- SWFcontract
Retail + Product Launch Readiness
Global product launch training and customer-facing education across beauty, lifestyle, and quick-service restaurants.
- Sephora
- Fenty Beauty
- Fenty Skin
- KVD Beauty
- Ole Henriksen
- Lip Lab
- Party City
- Wingstop
Manufacturing + Field / Product Systems
Technician certification, field operations training, and product readiness programs.
- Sharp
- Honda Canada
- Nutrien
Representative initiatives
01
Enterprise SaaS & AI Enablement
Onboarding that scales, workflow-based enablement, Salesforce/CPQ readiness, and AI-supported practice inside learning programs.
02
Retail & Product Launch Readiness
Global product launch training and customer-facing education for brands including Fenty Beauty, KVD Beauty, Sephora, and Ole Henriksen.
03
Healthcare & Diagnostics
Workflow-based training, procedural learning, diagnostic process education, and operational readiness programs in healthcare.
04
Leadership & Performance Systems
Manager enablement, performance review systems, individual development planning, operational standards, and capability-building programs.
05
Technical & Field Readiness
Gamified technician certification, field service training, operational process learning, and systems-based onboarding.
Company and brand references represent professional project experience and collaborative initiatives completed across prior roles and engagements. Proprietary details and confidential information have been intentionally omitted.