She Leads AI
Learning Journey.

Confidential. For Anne Murphy, Michelle Muncy-Silva, and Pamela Oberg.

Incorrect password.
She Leads AI · Confidential · April 2026
KPI 1
Coming Soon
KPI 2
Coming Soon
KPI 3
Coming Soon
KPI 4
Coming Soon
KPI 5
Coming Soon
Confidential · April 2026
AI Academy and Member Advancement · April 2026

She Leads AILearning Journey.

For Anne, Michelle, and Pamela — the shared foundation as we align on the architecture, the arc, and what we're stepping into together. The AI Academy and Member Advancement structures are in place. The team is assembled. We are at the moment of supercharging She Leads AI's mission impact.

For
Anne · Michelle · Pamela
Date
April 2026
Distribution
Internal · Confidential
She Leads AI · hello@sheleadsai.ai · Copyright 2026
Read the Briefing
SLAI
The Full Map

Programs Across the Arc.

Every program, every pillar. Scroll right to see the complete map — which program touches which part of the learning arc, and what specifically each delivers there.

Multiple Entry Points — No Single Gate
New to AISocial Saturday → Society → AI 210 on-demand → Member Advancement Program
Ready to teach AICertified AI Educator (direct entry)
Wants to consultAI Consulting Accelerator (direct entry)
Responsible AI focusSocial Saturday → AI Governance CoP → CAE or ACA
Enterprise / C-suiteDirect → CAIO Qualification Program
🧠AI Literacy & FluencyTools, prompting, how AI works
🎙️Identity & VoiceBrand, positioning, ICP
🧩Offer & Business ArchitectureService design, pricing, stacks
🔍Research & AssessmentProspect research, AI readiness
📚Teaching & FacilitationHow to educate, design, deliver
📣Visibility & Thought LeadershipContent, speaking, demand gen
💰Sales & PipelineDiscovery → proposal → close
⚖️Governance & Agentic LeadershipEthics, policy, AI systems
Open CommunitySocial SaturdayWeekly · All levels · Free to all
Prompt Engineering for ConsultantsTiny Habits for Big AI BenefitsClaude Code Concierges
Authentic Story / AI as BS DetectorAnn Stanley session
Nonprofit PanelTabitha Flax & Tiffany Whitener
Sakina Rashid session
Soul-Made Learner (Devika)Tiny Habits — behavior design
Authentic Story / Messaging
Claude Code ConciergesPrompt Engineering for Consultants
AI Governance at Scale (Marcia Narine Weldon)Building Your AI Leadership Team
Member AdvancementMember Advancement Program10 weeks · Pamela Oberg · Launching June 1
AI 210 on-demand (Tara Bonaquist)Social SaturdayChoosing Your Tech StackPre-built agents from day 1 (Sheila, Scout, Vera, Pepper)
AI 210 on-demandSocial Saturday as practice spaceVoice & messaging (Module 3)Brand clarity
AI 210 on-demandSocial Saturday (context + community)Offer definitionFundamentals of an AI-Driven Consultancy
AI 210 on-demand (tool literacy)Social Saturday (learn from peers)Adapting agents to real business problems
Social Saturday (exposure to teaching models)AI 210 on-demand (model for AI education delivery)
Social Saturday (be seen in community)LinkedIn + Social Media VisibilityMarketing (Module 4)
Social Saturday (relationship building)Networking for ImpactReferral partner mappingOutreach templates
Social Saturday (exposure to governance topics)Basic agentic literacy via MACS access
PlatformShe Leads AI Speaking Program~150 slots/year · For members
AI fluency as speaker credentialDemo your tools live
Speaker identity + bioTalk title + positioning
Speaking as an offer anchorBack-of-room pipeline
Live facilitation in front of real audiencesTalk development + rehearsal
Social Saturday · CREATE · Podcast Collective150 platforming slots/yearTestimonials + portfolio
Speaking as demand genAudience → discovery call
AI AcademyCertified AI Educator6 weeks + Jumpstart · Anne + Michelle
Week 2: SLAI Foundations Workshop — full certification courseworkLifetime access to SLAI AI Foundations deckCustom AI tools built for your use casesSpotlight courses: Perplexity, NotebookLM (Michelle)
Week 1: Facilitator Identity + Personal BrandClarify positioning as AI educatorJumpstart session: early-enrollee kickoffFacilitator persona development
Week 5: Monetize Your ExpertiseLead magnets + landing pagesSpeaker or course creator revenue pathwayReimbursable professional development letter template
Week 3: Practicum prep — assess learner needsFacilitation metrics from live audiencesEarned testimonials as evidence of educator effectiveness
Week 3: Practicum — present to live audiencesWeek 4: Portfolio + cohort feedback on assetsMake-up coaching calls 2x/month
Week 4: Visibility + Growth — finalize portfolioContent plan + speaking strategyBranded portfolio with facilitation credentials
Full sales cycle coaching — finding clients through closingImposter syndrome + sales ick addressed directlyWeek 6: Capstone — 2-page strategic plan to book first paid engagement
Agentic spine for client organizationsAI learning infrastructure design for teamsResponsible AI framing throughout
AI AcademyAI Consulting Accelerator9 modules · Anne Murphy · Office hours Mondays
M2: Content atoms + inputs/outputs waterfallTool suite: Rupert · Imaginary Persona Builder · VeraM5: E0–E6 task exposure matrixM5: 22 pre-assessment survey questions
M1: Queen Bee ICP exerciseM1: Brand statement formula + brand interviewsM4: Lock Your Offer — 8-field offer definitionM2: Authority builders per cohort member
M3: Offer Architecture + Discovery Mastery — 3-tier service stackM3: Value-based pricing frameworkM3: Offer Refinement Coach — 5-phase + 7/7/7 scorecardM6: AI Education Offers — workshop series for clients
M5: AI Readiness Assessment (Accordant/Meridian case study)M5: Interview question bank (Anne's real questions)M5: 6 assessment dimensions + process mappingRupert: prospect research + PAPPA approach
M6: Design a 5-session Academy for your clientM6: Responsible AI Playbook as a client deliverableM6: Meridian case study ($2K → $28K)M6: Session description templates
M2: Mentoring at scale — content that teaches without you in the roomM2: Authority builders — individual thought leadershipM7: Executive Roundtable design — demand gen pipeline
M3: Discovery call scriptM3: SOW templateVera: proposal builder skillM7: 90-day pipeline worksheetM8: Deliverables audit checklistM9: Capstone pitch
M5 + M6: Responsible AI embedded in assessment + education deliveryM6: AI ethics woven into client Academy design
Community of PracticeAI Governance CoP12 weeks · Kate Rivera
AI use cases by industryReal-world AI application examplesTool evaluation for governance contexts
AI thought leader identityPositioning as responsible AI practitioner
AI governance as a consulting offerPolicy-as-a-service framing
AI evaluation rubricsOrganizational AI readiness frameworksRisk and bias assessment tools
Teaching responsible AI to teamsFacilitating governance conversationsBuilding learning artifacts for clients
Publishing governance frameworksThought leadership via policy work
Governance as a client offerPipeline into CAE and ACA consulting work
AI ethics frameworksAI policy developmentGovernance artifacts (policies, rubrics, playbooks)Peer accountability structures
EnterpriseCAIO Qualification ProgramAnne + Sasha · Launching Jul 2026
Pillar 1: AI Strategy + GovernanceAgentic spine design for organizationsDeciding which agents get built + how they run
Fractional CAIO identity + positioningExecutive presence at board levelC-suite authority framework
Pillar 2: Business ModelFractional CAIO practice structurePricing at the $15K/mo earning floorRetainer + advisory structures
Enterprise AI readiness auditOrganizational AI risk assessmentStakeholder mapping + accountability
Leading AI learning inside enterpriseBuilding an agentic cultureVIP days: one-on-one CAIO guidance
Enterprise thought leadershipBoard-level communicationCREATE 2026 founding cohort announcement
Fractional practice developmentEnterprise sales cycleC-suite client acquisition
Pillar 3: Ethics + Human-Centered FrameworksWho governs agents + who is accountableAI policy + complianceHuman oversight structures
Color Key
Social Saturday
Member Advancement Program
She Leads AI Speaking Program
Certified AI Educator
AI Consulting Accelerator
AI Governance CoP
CAIO Qualification Program

Where Social Saturday is heading: Sessions are moving toward beginner-friendly Gen AI fundamentals — for women who want to run their business with AI and feel confident doing it.

The Journey Arc

How the Programs Connect.

Entry
Social Saturday + AI 210
Weekly gathering. Any topic, any level. Wide-open entry point into the ecosystem.
Covers all 8 pillars across sessions
Open to allNo prereqs
Platform
She Leads AI Speaking Program
~150 slots/year across Social Saturday, CREATE, Podcast Collective. Entry AND accelerant at every stage.
Primary pillars
IdentityVisibilityTeachingSales
Foundation
Member Advancement Program
10-week entrepreneur onramp. Voice, visibility, offer, systems. Launching June 1.
Primary pillars
AI LiteracyIdentityOfferVisibility
Specialist
Certified AI Educator
6-week educator certification. Live facilitation, credential, business to book paid engagements.
Primary pillars
IdentityTeachingVisibilitySales
Specialist
AI Consulting Accelerator
9-module consulting practice builder. Full cycle from ICP through capstone pitch. Tool suite included.
Primary pillars
IdentityOfferResearchTeaching
Focus
AI Governance CoP
12-week governance pod. Artifacts, peer accountability, responsible AI frameworks. Feeder into CAE/ACA.
Primary pillars
ResearchGovernance
Advanced
CAIO Qualification Program
C-suite level. Fractional CAIO practice + organizational AI governance. Launching July 2026.
Primary pillars
GovernanceAgentic LeadershipOffer
Elite
Mastermind
Invitation only. For graduates of any certification track. Elite peer collaboration. Q4 2026.
All pillars, peer-level
Invitation onlyCross-track
Who She Is

The Women We Design For.

ICP 1

The AI-Integrating Subject Matter Expert

Established professional deepening expertise through AI — not pivoting away from it.
Who She Is
20–30 years in her field. Mid to senior level, often in leadership. Legal, fintech, education, nonprofits, corporate innovation, entrepreneurship.
What She's Building
An AI-powered business or practice. $500K+ revenue vision in 2–3 years. Legacy-level impact alongside financial growth.
Where She Gets Stuck
Can't articulate AI's value to clients. Pricing unclear. Content inconsistent. Referral-only growth with no system behind it.
What She Comes For
Practical knowledge, peers at her level, AI integration into real client work, positioning as an authority.
ICP 2

The Emerging AI Leader

Mid-career professional upskilling, pivoting, or launching something new — in discovery mode.
Who She Is
~6 months of hands-on AI experience. Often in education, training, or support roles. Non-technical with strong domain knowledge.
What She's Building
Skills that hold no matter where the field goes, and a clear career path. Looking for structure. Wants to teach AI to others and find collaborators.
Where She Gets Stuck
No structure to her learning. Can't identify meaningful use cases. Career transition anxiety. Can't explain AI clearly to others.
What She Comes For
Skill development (not theory), a safe peer community, clarity and structure, a clear path forward.

ICP 2 wants to become ICP 1. That progression is the arc of She Leads AI.

Where You Arrive

A Woman Can Enter Anywhere.

The progression through our programs is a default, not a gate. A woman arrives wherever she is and connects to what fits. Society is the community hub — the preferred home, but never a requirement. Every program has its own front door.

Hub — The Home Base
Society

$77/month — the membership home

Skills gallery, Social Saturday, MACS access, on-demand training, onboarding with Anne or Pamela. The Member Advancement Program runs inside Society — participants are members and program participants at the same time. Every Academy program also connects here.

Always Running · Free to Members

Member Advancement

The ongoing spine of She Leads AI. Runs all the time, included with Society membership. Every Academy program connects back to it. Anne Murphy and Pamela Oberg lead.

Continues to CAE, ACA, or CAIO
Enter Here

Certified AI Educator (CAE)

For educators and practitioners ready to teach AI. Anne Murphy and Michelle Muncy-Silva co-lead.

Enter Here

AI Consulting Accelerator (ACA)

For consultants building a practice with AI. Anne Murphy leads. Nine modules, tool suite, office hours.

Continues to agency model or Mastermind
Enter Here

AI Governance Community of Practice

For governance practitioners. Twelve-week pods, real governance artifacts. Kate Rivera and Audrey Schaub lead. Placement in the overall structure is still being determined.

Enter Here

CAIO Qualification Program

For senior women leading AI at the organizational level. Anne Murphy and Sasha Thornberry co-lead.

Continues to Advisory Board, fractional practice

Enter at any program. Society is the hub, not the gate. Skills, agents, and business foundations move with her as she goes deeper.

The Two Structures

Who Leads What.

She Leads AI runs two complementary structures. The AI Academy is the educational track — cohort-based, program-fee programs. Member Advancement is the ongoing spine — it runs all the time, is free to Society members, and is the constant that every Academy program connects back to. Anne Murphy holds the overall architecture and is the throughline across both.

CEO · Architect · Throughline
Anne Murphy
Chief Executive Officer · She Leads AI

Anne holds the architecture. She is present across every program — co-leading CAE, ACA, and Member Advancement, and sole lead on the CAIO Qualification Program. No program launches without her. No progression spine gets built without her sign-off.

Owns
CAIO Qualification Program — sole lead. The capstone of the progression spine. Beta cohort target July 2026.
Co-Leads
CAE with Michelle · ACA alone · Member Advancement with Pamela. Present in every program at the architecture level.
Executive Director · AI Academy
Michelle Muncy-Silva
Executive Director, She Leads AI Academy

Michelle leads the AI Academy — the educational spine of the organization. She manages cohorts, curriculum, certifications, and the progression from CAE through advanced tracks. She co-leads CAE with Anne and holds the Academy infrastructure end-to-end.

Leads
She Leads AI Academy — CAE, ACA, and CAIO when it launches. Cohort management, curriculum, certifications.
The Academy Is
The educational spine. Every program that produces a credential or a certified practitioner runs through Michelle.
Incoming · Executive Director
Pamela Oberg
Executive Director of Member Advancement · She Leads AI

Pamela leads Member Advancement — the ongoing spine of She Leads AI. It runs all the time, is free to Society members, and is what every Academy program connects back to. She facilitates, holds the member relationship, and develops the pipeline that feeds every other program. Cohort 1 launches June 1.

Leads
Member Advancement Program (Build Launch Scale — name confirmed by May 7). Ten weeks, one session per week.
Key Deadline
Final curriculum decisions by May 7 — required before promotion launches.
The Programs

Programs for Every Stage of the Arc.

The Hub

Society Membership

The preferred home. Access to the MACS, skills gallery, Social Saturday, and on-demand training. Every program connects here. None require it.

$77
per month
Cohort 4 Next

Certified AI Educator (CAE)

How to teach AI using the SLAI skills framework.

Anne Murphy + Michelle Muncy-Silva
Cohort 1 Active Through May 7

AI Consulting Accelerator (ACA)

How to develop a consulting practice using AI. Nine modules, office hours, playbooks, and the full Close the Loop tool suite including Rupert and Vera.

Anne Murphy
Beta Cohort Target: July 2026

CAIO Qualification Program

C-suite AI leadership and governance. Fractional Chief AI Officer certification. Advisory board forming now.

Anne Murphy + Sasha Thornberry
The Graduate/Executive Tier

Work in Progress.

The graduate/executive tier is under active development. Design is in progress — structure, naming, entry criteria, and the Friday Executive Roundtable that runs inside it. More to come.

The Infrastructure · What Holds It Together

The Matriarchal Agentic Infrastructure That Supports the Care of She Leads AI.

The agent team and the SLAI Skills Gallery are not the organization — they hold it. Every program, every gathering, every member interaction is supported by the MACS and the SLAI Skills Gallery. The agents carry the operational load. The skills are the IP. Together they are the care infrastructure that frees the human team to lead.

The Agent Team — Named Colleagues Holding the Care Infrastructure

Each agent has a role and a scope in the matriarchal operating system. They route work, surface intelligence, and keep the human team free to lead. Society members work alongside this team — no other AI organization in the women's leadership space offers this.

Sheila · Chief of StaffVera · Executive WriterScout · IntelStanley · KPIRena · PipelinePepper · ContentMarie · SystemsMargaux · Skills HealthMargot · Meeting PrepPriya · Gathering

The Skills Gallery — Certified IP Every Member Uses

Skills are SOPs, pipeline patterns, and practice frameworks — built in Claude Code, maintained in the SLAI Skills Gallery, distributed through programs. Two certified skills come with Society membership at signup. Program participants keep their skills after the cohort ends.

Voice DNABrand EnforcementRupert · Prospect ResearchImaginary Persona BuilderVera · Proposal BuilderSession DesignerOffer ScorecardResearch Scout

Feminine Leadership, Communication, and Care — An Operating Principle

The agents are designed around care, equity, and matriarchal leadership. They reduce cognitive load so the humans can lead. They don't nag. They don't bottleneck on one person. They surface what needs attention and hold the organization so everyone can breathe.

Every Program Runs on This Infrastructure

The AI Academy and Member Advancement programs deliver the agent team and the skills gallery to participants at every stage. Women work with certified skills on their real businesses throughout. They leave with voice, visibility, systems, and agents they know how to use.

Members don't learn about AI. They work alongside the infrastructure that supports She Leads AI — the same agents, the same skills, the same care infrastructure — from the moment they join.

Skills Database at sheleadsai.ai
The Learning Arc

The Learning Arc.

Ten pillars form the learning arc — from foundational AI ethics and sovereignty through governance and advocacy. A member can enter anywhere. The pillars stack inside every program at the level that fits where she is.

Pillar 01

AI Ethics, Readiness, and Sovereignty

The foundation of the arc. Build your relationship to AI before you build with it.

  • Create Your Own Personal AI Policy
  • Your AI Readiness Assessment
  • Building Your Agentic Spine
  • AI Product Fundamentals
  • Data Sovereignty for Your Organization
  • AI Ethics for Practitioners
  • From AI Curious to AI Confident
  • Understanding AI Bias and Equity
Anne Murphy
Pillar 02

Voice, Brand, and Visibility

Who you are and how you show up — online and in every room.

  • Voice DNA — Finding How You Sound
  • Brand Identity in the Age of AI
  • LinkedIn Strategy for Founders
  • Building a Social Media Presence
  • Visual Identity and Brand Consistency
  • Your Personal Brand as a Business Asset
  • Content Distribution Systems
  • Brand Enforcement for AI-Assisted Content
Anne Murphy
Pillar 03

Thought Leadership and Content

Building authority through what you say and how you say it.

  • Developing Your Content Pillars
  • Writing for Authority and Reach
  • Building a Content System with AI
  • Podcast and Speaking Strategy
  • Email and Newsletter Building
  • Repurposing Content Across Platforms
  • Teaching AI to Your Audience
Anne Murphy
Pillar 04

Offer and Revenue

What you sell, what you charge, and how you close.

  • Locking Your Offer
  • Pricing Strategy for Consultants and Founders
  • AI-Powered Proposal Writing
  • Revenue Modeling for Service Businesses
  • From Discovery Call to Signed Contract
  • Retainer and Package Design
  • Scoping Engagements With Confidence
Anne Murphy
Pillar 05

Networking and Relationships

Developing the relationships that grow the business.

  • Referral Partner Mapping
  • Outreach Systems That Work
  • Strategic Partnerships for Founders
  • Community Building as Business Strategy
  • Conference and Event Networking
  • Maintaining Relationships at Scale
Anne Murphy
Pillar 06

Tech Stack and AI Integration

Choosing the right tools and making them work for you.

  • Choosing Your AI Tech Stack
  • Automating Your Consulting Workflow
  • Building Agents for Your Business
  • AI Tools for Client-Facing Work
  • Data Management and Privacy
  • Integrating AI Into Your Existing Practice
Anne Murphy
Pillar 07

AI Consulting

The fundamentals of talking with people about AI — and moving up.

  • How to Talk With Clients About AI
  • Sharing Your Point of View on AI
  • Building Credibility as an AI Advisor
  • Moving Up the Consulting Ladder
  • Handling AI Skeptics and Champions
  • Scoping AI Consulting Engagements
  • From Hourly to Retainer
Anne Murphy
Pillar 08

Graduating from AI Consulting

From practitioner to strategist — developing the practice, not just delivering the engagements.

  • From Practitioner to Strategist
  • Building a Practice vs. Project Work
  • Recruiting and Subcontracting
  • Scaling Your AI Consulting Business
  • The Path to Agency Model
  • Positioning for Enterprise Clients
Anne Murphy
Pillar 09

Certified AI Education

Teaching AI with certified skills — the educator track.

  • Teaching AI With Certified Skills
  • Instructional Design for AI Learning
  • Building Your Educator Practice
  • Certifying Your Students
  • Creating AI Learning Experiences
  • The CAE Pathway and What Comes After
Anne Murphy + Michelle Muncy-Silva
Pillar 10 · End of Arc

AI Governance and Advocacy

The deepest learning — governing AI systems and leading with policy and advocacy.

  • AI Governance Frameworks
  • Building AI Policy for Your Organization
  • Governance Artifacts and Templates
  • Advocacy and Leadership in AI
  • Enterprise AI Decision-Making
  • The CoP Experience — 12-Week Pod
Kate Rivera + Audrey Schaub · AI Governance CoP
Hot Topics

In the Air Right Now.

Projects and tactics presently without resolution — we are actively working through each of these.

Input Needed by May 7

Program Name

"Build Launch Scale" is the working name. Final name is yours to confirm.

Input Needed

Session Schedule and Dates

Ten sessions, one per week, from June 1. Anne and Pamela to confirm before promotion copy is written.

Active Blocker

LMS Platform

Four options on the table. This decision gates everything downstream — replays, materials, skills access, onboarding.

  • Mighty Networks — robust LMS; gets members into the platform to post and engage
  • Notion — highly recommended as an LMS option
  • Build our own — custom, on our terms
  • Sky Prep — contract option; under cost review
In Progress

Graduate/Executive Tier

Under active development. Work in progress — more to come.

TBD

Friday Executive Roundtable

Weekly gathering inside the graduate/executive tier. Design is clear — alumnae-run, alumnae-paid, Anne-free, MACS-supported. SOPs need to be written before the first event runs.

TBD

CAIO Launch Timeline

Anne owns this track. Needs a launch window to anchor the rest of the progression spine publicly. Beta cohort target is July 2026.

Marketing + Brand

A Few Things In Motion.

Some of this is exciting, some of it is work, and one of them requires divine intervention. Here's where brand and marketing stand.

Design System · Target Mid-May
The SLAI design system is in overhaul. New promo assets are coming — target is mid-May. When they're ready, Anne will need all hands to help spread the word. Stand by.
Brand Kit · Coming to You Both
Pamela and Michelle will each get a brand kit — assets, guidelines, the things you actually need when you're putting something in front of people. No more hunting for the right logo. Placeholder for now. Coming soon.
In Progress · Extremely Brave
Pray for us while we make Claude Code bend to our will. It is going well. Mostly. The briefing you are currently reading was built by a robot at Anne's direction, which is either the future or a very good sign. Probably both.
The Matriarchal Agentic Structure

Meet the MACS.

The MACS supports the care infrastructure so the humans can lead.

Every agent has a defined role, a scope, and a place in the She Leads AI operating system. They are not assistants — they are colleagues who route work, surface intelligence, and hold the organization. All agents route through Sheila before reaching Anne.

Skills Database
Sheila
Chief of Staff · all agents route through her
Vera
Executive Writer · documents, briefings, proposals
Scout
Intel · research and daily feed
Stanley
KPI + Business Intelligence
Rena
Pipeline Enforcement
Pepper
Content
Marie
Systems Audit + Notion Sync
Margaux
Skills Gallery Health
Margot
Meeting Prep
Priya
Gathering + Events
Peter
TAC Campaign Counsel
Romie
Relationships
On the Runway

Designed But Not Yet Built.

These are the additions to this briefing — and to the program — that are designed but not yet built. They land when the resources, decisions, or infrastructure are ready.

KPI Integration

Live Data from Stanley and Don

Revenue, expenses, participant counts, and graduate totals pulled live — no manual updates.

LMS Decision

Program Delivery Platform

Replays, program materials, skills, and onboarding all in one place. Pending platform decision.

CAE Curriculum

Personal AI Policy as a Module

Create Your Own Personal AI Policy built as a full CAE module. Pending curriculum revision.

Entry Map

Visual Program Entry Diagram

A full interactive map showing every entry point and arc through the SLAI ecosystem.

Member Tracking

Cohort Progress Dashboard

Member progress, completion rates, and advancement through the arc — surfaced by Stanley.

SS Podcast

Private Social Saturday Archive Podcast

Past Social Saturday sessions organized by pillar as a private member podcast feed. Clippable by topic.

Go Deeper

The Full Blueprint.

The complete She Leads AI Academy and Member Advancement Blueprint lives in Google Docs — every program, every role, the full revenue model, and the implementation roadmap. The skills database is at sheleadsai.ai/skills.