Zero to MVP

Company-wide capability program

Enterprise AI Adoption Bootcamp

Move teams from scattered AI experiments to useful, governed workflows and controlled custom agents.

Format

5 onsite days + 2 remote consultations

Audience

Leaders, managers, functional teams & AI champions

Scope

Company-wide AI adoption and implementation

Delivery

Instructor-led, hands-on and tailored to the company

01 · The business challenge

Move beyond scattered AI experimentation

The program addresses the organizational barriers that prevent useful AI experiments from becoming safe, measurable operating capability.

Employees experiment with disconnected tools and inconsistent practices

Manual knowledge work remains slow, repetitive and difficult to measure

Promising AI pilots fail to become reliable operational workflows

Security, privacy and ownership concerns delay responsible adoption

02 · Who should attend

A cross-functional cohort with authority to apply the learning

Executives and transformation sponsors

Business-unit and department leaders

Operations, HR, finance, sales and support teams

IT, data, security and governance representatives

Internal AI champions responsible for adoption

03 · Before and after

From informal usage to governed implementation

BeforeAfter the program
Individual AI experimentationApproved tools and shared working practices
Unstructured promptingReusable prompts, review standards and verification
Manual cross-system workMeasured workflows with ownership and recovery
Uncontrolled agent demosNarrow agents with permissions and human approval
Unclear business valuePrioritized use cases and a 90-day adoption roadmap

Program modules

From AI awareness to company capability

01

AI foundations & governance

Create a safe shared starting point

  • AI, LLMs, RAG, agents and automation
  • Responsible-use boundaries
  • Company AI opportunity map
02

AI for daily business work

Improve real knowledge work

  • Research, analysis and reporting
  • Department-specific use cases
  • Reusable company prompt library
03

Workflow automation

Connect people, data and systems

  • Process mapping and automation design
  • n8n, Power Automate, Zapier and Make
  • One operational company workflow
04

Custom AI agents

Build controlled digital coworkers

  • Knowledge, tools, memory and MCP
  • Permissions and human approvals
  • One departmental agent prototype
05

Deployment & adoption

Turn prototypes into operating capability

  • Quality, security, cost and monitoring
  • Ownership and operating controls
  • 90-day company adoption roadmap

04 · Department use-case slides

Connected workflows and agents across the organization

Each slide shows illustrative use cases and platform-neutral tool examples. The final stack follows the company’s approved systems, policies and data boundaries.

Department 01

HR & People

Improve recruitment, employee service and reporting while protecting candidates and confidential workforce information.

Priority use cases

  • AI-assisted recruitment and candidate screening support
  • Employee onboarding and offboarding
  • Policy questions and employee requests
  • Workforce reporting and engagement analysis

Connected workflow example

Job requisition → approved role criteria → applicant intake → AI-assisted summary → recruiter review → interview coordination

Controlled-agent example

A grounded recruitment and HR assistant summarizes role-relevant candidate evidence, coordinates interviews and supports policy requests without making hiring decisions.

Connected tool examples

HR systems

Workday, BambooHR, SAP SuccessFactors

Recruitment

Greenhouse, Lever, Workable

Collaboration

Teams, Slack, Outlook, Gmail

Knowledge

SharePoint, Google Drive, Notion

Automation

n8n, Power Automate, Zapier, Make

Suggested KPIs

Time to shortlistInterview scheduling timeRecruiter review completion

Governance checkpoint

Use job-relevant criteria, protect candidate data, test for bias and require human review for every shortlist, rejection and hiring decision.

Department 02

Sales

Help sales teams research, prioritize and follow up without losing human ownership of customer relationships.

Priority use cases

  • Account and lead research
  • Qualification and meeting preparation
  • Follow-up drafting and CRM hygiene

Connected workflow example

New CRM lead → approved enrichment → qualification rules → representative review → outreach → follow-up task

Controlled-agent example

A sales preparation agent assembles source-backed account context, suggests questions and drafts a reviewable follow-up.

Connected tool examples

CRM

Salesforce, HubSpot, Dynamics 365

Communication

Outlook, Gmail, Teams, Slack

Meetings

Calendly, Zoom, Google Calendar

Automation

n8n, Power Automate, Zapier, Make

Suggested KPIs

Research timeQualified-lead rateFollow-up completion

Governance checkpoint

Require representative approval before external outreach and prohibit unsupported customer claims.

Department 03

Customer Support

Resolve routine requests faster while preserving accurate answers, escalation and agent accountability.

Priority use cases

  • Ticket classification and prioritization
  • Knowledge-backed response assistance
  • Escalation and recurring-issue analysis

Connected workflow example

New ticket → intent and priority → knowledge retrieval → response draft → agent approval → reply or escalation

Controlled-agent example

A support agent retrieves approved answers, asks clarifying questions and hands complex or high-risk cases to a person.

Connected tool examples

Helpdesk

Zendesk, Intercom, Freshdesk

Knowledge

Confluence, Notion, SharePoint

Customer data

Salesforce, HubSpot, Dynamics 365

Messaging

Email, chat, WhatsApp, Telegram

Suggested KPIs

First-response timeResolution timeSafe self-service rate

Governance checkpoint

Ground answers in approved sources and route refunds, legal claims and sensitive cases to authorized staff.

Department 04

Marketing

Accelerate campaign planning and analysis while protecting brand standards and approval responsibilities.

Priority use cases

  • Campaign research and briefing
  • Content adaptation and approval
  • Performance reporting and insight summaries

Connected workflow example

Campaign brief → audience and claims retrieval → asset drafts → brand and legal approval → publishing → reporting

Controlled-agent example

A campaign agent analyzes approved data, proposes channel variations and assembles a reviewable performance brief.

Connected tool examples

Content

Contentful, WordPress, Webflow

Campaigns

HubSpot, Mailchimp, Meta, Google Ads

Analytics

GA4, Adobe Analytics, Looker Studio

Creative

Canva, Adobe, Figma

Suggested KPIs

Brief-to-launch timeApproval turnaroundReporting effort

Governance checkpoint

Require review for external claims, copyrighted material, customer data and final publishing.

Department 05

Finance

Reduce repetitive document and reporting work while keeping financial approvals deterministic and auditable.

Priority use cases

  • Invoice intake and exception review
  • Variance analysis and management reporting
  • Approval routing and evidence preparation

Connected workflow example

Invoice received → field extraction → vendor and purchase-order match → exception review → approval → accounting entry

Controlled-agent example

A finance document agent summarizes evidence, identifies missing information and prepares exceptions for authorized review.

Connected tool examples

ERP & accounting

SAP, Oracle, Dynamics 365, QuickBooks

Documents

SharePoint, Google Drive, Dropbox

Analysis

Excel, Google Sheets, Power BI, Tableau

Automation

n8n, Power Automate, Zapier, Make

Suggested KPIs

Processing timeException rateReporting preparation time

Governance checkpoint

Keep payment release, journal posting and financial approval under explicit role-based authorization.

Department 06

Operations

Coordinate requests and handoffs across systems while making exceptions, ownership and service levels visible.

Priority use cases

  • Operational request intake
  • Cross-team handoffs and status updates
  • Exception routing and SLA monitoring

Connected workflow example

Request submitted → validate → classify → assign owner → update connected systems → escalate exception → report status

Controlled-agent example

An operations coordinator gathers missing details, selects approved workflow tools and escalates when policy cannot decide.

Connected tool examples

Work management

Asana, Monday.com, Jira, Trello

Enterprise systems

SAP, Oracle, Dynamics 365

Collaboration

Teams, Slack, email

Automation

n8n, Power Automate, Zapier, Make

Suggested KPIs

Cycle timeSLA attainmentException resolution time

Governance checkpoint

Define accountable owners, approved state changes and manual escalation for irreversible actions.

Department 07

Management

Turn trusted operating information into concise briefings without replacing accountable leadership decisions.

Priority use cases

  • Executive briefing preparation
  • Performance and risk summaries
  • Decision and action tracking

Connected workflow example

Approved metrics → anomaly checks → source-backed briefing → leadership review → decisions → action tracking

Controlled-agent example

A leadership insight agent compares approved sources, highlights uncertainty and prepares questions rather than making decisions.

Connected tool examples

Business intelligence

Power BI, Tableau, Looker

Knowledge

SharePoint, Notion, Confluence

Meetings

Teams, Zoom, Google Meet

Planning

Asana, Monday.com, Jira

Suggested KPIs

Brief preparation timeSource coverageAction completion

Governance checkpoint

Display sources, uncertainty and data freshness; executives retain final decision accountability.

Department 08

IT & Knowledge

Improve internal support and knowledge access while enforcing identity, permissions and change controls.

Priority use cases

  • IT service request intake and routing
  • Internal knowledge retrieval
  • Guided troubleshooting and access requests

Connected workflow example

Service request → identity and context → approved knowledge search → guided resolution → approval or ticket escalation

Controlled-agent example

An internal support agent retrieves permission-aware knowledge and invokes narrow tools for approved diagnostic actions.

Connected tool examples

IT service management

ServiceNow, Jira Service Management, Freshservice

Identity

Microsoft Entra ID, Okta, Auth0

Knowledge

Confluence, SharePoint, Notion

Engineering & cloud

GitHub, GitLab, Azure, AWS, Google Cloud

Suggested KPIs

Self-service resolutionMean time to resolutionEscalation accuracy

Governance checkpoint

Enforce user identity, permission-aware retrieval and human approval for access or production changes.

05 · Measurable success criteria

Measure business adoption, not attendance

Adoption

Active usage and repeat participation

Efficiency

Cycle time and hours returned to teams

Quality

Accuracy, completeness and rework reduction

Reliability

Workflow success and recovery rates

Risk

Policy compliance and prevented unsafe actions

Cost

Tool, model and operating cost per outcome

06 · Responsible AI and security

Governance is built into the implementation

Safe by design

Teams learn to use AI within explicit data, access, approval and accountability boundaries.

Approved tools, models and data classifications

Privacy, confidential-data and retention boundaries

Role-based access and least-privilege integrations

Human approval for consequential agent actions

Audit trails, evaluation, monitoring and incident ownership

Explicit prohibited uses and escalation paths

07 · Customization process

Built around company priorities and constraints

1

Discover

Interview sponsors and identify priority workflows, risks and outcomes.

2

Select

Choose one automation and one agent use case with achievable scope.

3

Align

Map approved tools, company policies, data and security requirements.

4

Tailor

Adapt exercises, examples and deliverables to participating teams.

08 · Engagement timeline

A focused sprint followed by implementation support

  1. Phase 1

    Discovery

    Sponsors, use cases, tools, policies and baseline measures

  2. Phase 2

    Onsite bootcamp

    Five instructor-led days of learning and implementation

  3. Phase 3

    Application

    Teams test the workflow and agent in their operating context

  4. Phase 4

    Consultation 1

    Architecture, governance and implementation clinic

  5. Phase 5

    Consultation 2

    Results review and 90-day adoption roadmap

09 · What the company provides

The conditions needed for a useful private cohort

Executive sponsor and one accountable program owner

Cross-functional participant cohort and internal AI champions

One priority workflow and one agent opportunity

Approved tools, test environments and synthetic or permitted data

IT, data or security contact for access and governance decisions

Time for pre-program discovery and post-program consultation

10 · Instructor and delivery team

Led by practitioners who build, analyze and ship

Lead instructor

Mamdouh El-Nakeeb

Software engineer turned entrepreneur who combines technology, product and business to build scalable solutions using AI.

Experience highlights

  • 14+ years in software engineering and product delivery
  • CTO & Co-Founder at Crete Agency and Co-Founder at Snaps AI
  • Partner at Zeew and Stunning.so
  • 100+ projects delivered across AI, SaaS, marketplaces and on-demand platforms
Visit nakeeb.me

Instructor

Hadi Hebat

Computer engineer and data professional at Nawy, with a background in analysis, mathematics and engineering from Ain Shams University.

Experience highlights

  • Data professional at Nawy
  • Computer engineering foundation
  • Strong focus on data analysis and mathematics
  • Engineering education at Ain Shams University
View LinkedIn profile

11 · Commercial package

One tailored private-cohort engagement

Final cohort size, location, scheduling and commercial terms are agreed after discovery.

Included

  • Pre-program discovery and use-case scoping
  • Five onsite instructor-led bootcamp days
  • Participant exercises, templates and reference materials
  • Automation and controlled-agent implementation support
  • Two remote consultation sessions
  • Executive outcomes summary and 90-day roadmap

Company deliverables

  • AI acceptable-use framework
  • Prioritized use-case portfolio
  • Shared prompt and workflow library
  • One operational automation
  • One controlled AI agent prototype
  • Department champions and ownership model
  • 90-day AI adoption roadmap
  • Time, quality, risk and cost success metrics

12 · Clear next step

Start with a company AI discovery session

Align the sponsor, teams, use cases and governance requirements before confirming the tailored engagement.

  1. 1

    Confirm the executive sponsor and business priorities

  2. 2

    Select the participating departments and cohort

  3. 3

    Complete a short workflow and governance discovery

  4. 4

    Receive the tailored scope, schedule and commercial proposal

Review the full bootcamp