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Case studies

Six initiatives. Six real plans.

How PathHub AI plans typical initiatives in mid-sized companies, from a cloud migration to a new product line. Each example shows the plan the AI created from a single sentence, with phases, obligations, lead times and risks.

Example scenarios, real plans. The companies are described, not named. Every number on this page comes from plans PathHub AI created on October 4, 2026 from exactly the sentence shown. We only publish results from customer projects with the customer's consent.
6plans
290tasks
32obligations and checks
49risks with mitigation
ITIT service provider·120 employees

Cloud migration

Azure and Microsoft 365 Cloud Migration

The input
Migrate the servers and business applications of an IT service provider with 120 employees to the cloud (Microsoft Azure and Microsoft 365): inventory, target architecture, migration in waves, backup and disaster recovery concept, training. Completion in six months.
10
Phases
58
Tasks
26
Weeks
5
Obligations
10
Risks
12
Stakeholders

Schedule

1Mobilization, Governance and NIS2 Applicability
2Discovery, Inventory and Data Classification
3GDPR, Contractual and Compliance Readiness
4Target Architecture and Azure/Microsoft 365 Foundation
5Detailed Migration Waves and Pilot Readiness
6Pilot Migration and Validation
7Migration Wave 1
8Migration Wave 2 and Final Compliance Evidence
9Backup, Disaster Recovery and Cutover Readiness
10Production Cutover, Training and Hypercare
Week
04812162024

Obligations with lead time

  • Statutory2–6 weeks before go-live
    Execute the GDPR Article 28 data processing agreement with Microsoft/Azure, review the subprocessor list, and document the applicable GDPR Article 44–49 third-country transfer mechanism, transfer assessment
  • Guide value2–4 weeks before go-live
    Update the GDPR Article 30 record of processing activities for Azure and Microsoft 365, including purposes, data categories, recipients, locations, retention, and security measures.
  • Guide value4–8 weeks before go-live
    Determine and document whether NIS2 applies based on sector, services, employee count, turnover, and customer role. If applicable, document cloud risk management, incident handling, business continuity
  • Required
    Implement GDPR Article 32 and internal security controls for the target environment, including MFA, least privilege, privileged-access management, encryption, secure configuration, vulnerability management
  • Establish a documented backup, disaster-recovery, and business-continuity capability with workload-specific RTOs and RPOs, isolated backup protections, restore procedures, failover runbooks, monitoring

Biggest risks

  • highIncomplete Inventory or Hidden Dependencies
    Mitigation: The Infrastructure and Operations Lead, Application Owners, and Migration Partner will perform automated discovery and dependency workshops, reconcile results with the CMDB
  • highGDPR DPA or Third-Country Transfer Delay
    Mitigation: The DPO, Privacy Counsel, Legal, Procurement, and Vendor Management will begin negotiations and transfer assessments in Week 1, complete the required documentation by Week 8
  • highNIS2 Applicability or Cloud Supply-Chain Gap
    Mitigation: The CIO, Legal Counsel, CISO, and DPO will document the sector, size, turnover, customer-service role, and NIS2 applicability decision by Week 2.
+ 7 more

Stakeholders

Executive Sponsor / Managing DirectorCIO or IT DirectorMigration Program ManagerAzure and Microsoft 365 Cloud ArchitectInfrastructure and Operations LeadApplication and Data OwnersInformation Security Lead or CISOData Protection Officer / Privacy CounselLegal, Procurement and Vendor ManagementCustomer Service and Account Owners

Budget frame

€400,000
AI estimate, broken down by line item in the plan
External Consultants and Compliance€180,000
Internal Personnel€114,000
Software, Tooling and Test Environments€45,000
Workshops and Travel€31,000
ManufacturingMachinery manufacturer·180 employees, 2 sites

ERP rollout

Two-Site Manufacturing ERP Implementation

The input
Introduce a new ERP system in a machinery manufacturer with 180 employees at two sites: materials management, production planning, barcode warehouse, accounting interface, data migration and training. Go-live in nine months.
10
Phases
65
Tasks
32
Weeks
6
Obligations
10
Risks
12
Stakeholders

Schedule

1Mobilization and Governance
2Requirements and Process Blueprint
3Solution Architecture and Fit-Gap Validation
4Privacy, Security, and Contractual Compliance
5Data and Integration Design
6ERP Configuration and Integration Build
7Warehouse and Shop-Floor Pilot
8Testing and Migration Rehearsals
9Training, Final Privacy Review, and Go-Live Readiness
10Cutover, Go-Live, and Stabilization
Week
051015202530

Obligations with lead time

  • Guide value2–4 weeks before go-live
    Document the GDPR Article 35 DPIA screening and decision. If the assessment identifies high-risk processing, complete and approve the DPIA and required safeguards before go-live.
  • Statutory2–6 weeks before go-live
    Negotiate and sign a GDPR Article 28 data processing agreement with the ERP provider, covering instructions, confidentiality, security, subprocessors, breach assistance, data return/deletion, audit rights
  • Required
    Update the GDPR Article 30 record of processing activities for ERP users, supplier/customer data, employee data, access administration, testing, migration, and support.
  • Required
    Apply GDPR Article 32 security measures and the organization’s access-control policy: role-based access, least privilege, segregation of duties, administrator controls, authentication, logging, backup
  • Required
    Consult the works council or employee representatives where required before introducing barcode activity monitoring, changing work organization, or materially changing employee workflows.
+ 1 more

Biggest risks

  • highPoor-Quality or Incomplete Master Data
    Mitigation: Data migration and master-data owners will approve data definitions, ownership, cleansing rules, and reconciliation criteria by Week 16.
  • highProduction-Planning Fit Gaps
    Mitigation: The production planning lead and ERP provider will validate representative planning scenarios by Week 11, classify each gap as configuration, controlled extension, or process change
  • highAccounting-Interface Failure
    Mitigation: The finance and accounting lead, IT integration lead, and ERP provider will approve the interface specification by Week 16, complete component tests by Week 21
+ 7 more

Stakeholders

Executive sponsor and steering committeeERP project managerSite managers for both manufacturing locationsProduction planning and operations leadMaterials management and procurement leadWarehouse and barcode leadFinance and accounting leadIT and integration leadData migration and master-data ownersData protection officer and legal/security …

Budget frame

€750,000
AI estimate, broken down by line item in the plan
Software, Barcode Hardware and …€202,500
External ERP Implementation and Process …€195,000
Data, Integration, Testing and Cutover€177,800
Internal Personnel and Site …€99,800
ConstructionConstruction company·45 employees

Digital time recording

App-Based Time Recording Rollout for Construction Site Teams

The input
Introduce app-based digital time recording for the site teams of a construction company with 45 employees: vendor selection, pilot on two sites, payroll integration. Start in three months.
6
Phases
30
Tasks
10
Weeks
5
Obligations
6
Risks
8
Stakeholders

Schedule

1Initiation and Requirements
2Vendor Evaluation and Selection
3Solution Design and Contract Readiness
4Configuration, Compliance Review, and Pilot
5Pilot Evaluation and Rollout Preparation
6Production Go-Live and Initial Stabilization
Week
0246810

Obligations with lead time

  • Statutory2–6 weeks before go-live
    Sign a GDPR Article 28 data processing agreement with the app provider, covering processing instructions, confidentiality, security, subprocessors, assistance with data-subject rights and breaches
  • Guide value2–4 weeks before go-live
    Document the GDPR Article 35 DPIA necessity assessment for app-based employee time recording, including monitoring, location or device functionality, offline synchronization, and employee privacy concerns.
  • Required
    Update the GDPR Article 30 record of processing activities for employee time recording, documenting purposes, categories of data subjects and data, recipients, retention, transfers, security measures
  • Required
    Define and implement GDPR data-protection controls, including data minimization, purpose limitation, role-based access, secure authentication, retention and deletion rules
  • Maintain internal change-control, payroll reconciliation, access-review, audit-log, incident-management, and fallback procedures in accordance with the company’s information-security, HR, and payroll policies.

Biggest risks

  • highPayroll Integration and Working-Time Rule Errors
    Mitigation: The HR and Payroll Lead, supported by IT and the vendor, must document payroll rules and mappings in Weeks 1–2, complete interface and reconciliation testing in Weeks 7–8
  • highGDPR Contract or Assessment Delay
    Mitigation: The Data Protection Advisor/DPO and Managing Director must review and negotiate the provider DPA during Weeks 3–6, sign it before any real-data testing
  • highInsufficient Connectivity or Offline Capture at Construction Sites
    Mitigation: IT and the vendor must test offline recording, synchronization, duplicate handling, device recovery, and data timestamps at both representative sites by Week 8.
+ 3 more

Stakeholders

Managing Director / Project SponsorConstruction Operations ManagerPilot Site Managers for the Two SitesSite Employees and Employee Representatives / …HR and Payroll LeadIT or Systems AdministratorData Protection Advisor / DPO or External …Selected App Vendor and Payroll System Provider

Budget frame

€26,400
AI estimate, broken down by line item in the plan
Software and Payroll Integration€11,400
External Services and Compliance€5,700
Internal Personnel€5,200
Pilot, Training, and Adoption€4,000
ServicesConsulting firm·80 employees

Office move

Consulting Firm Office Relocation and Hybrid Workplace Implementation

The input
Move a consulting firm with 80 employees to a larger office while operations continue, 40 percent work remotely: workplace planning, IT and network, furniture, informing clients. Move in four months.
6
Phases
32
Tasks
16
Weeks
5
Obligations
7
Risks
8
Stakeholders

Schedule

1Initiation, Requirements and Move Governance
2Workplace and Technical Target Design
3Procurement, Site Readiness and Vendor Contracting
4IT Build, Testing and Operational Continuity Preparation
5Move Readiness, Communications and Secure Records Handling
6Move Execution and Stabilization
Week
03691215

Obligations with lead time

  • Guide value1–2 weeks before the move
    Identify personal data, confidential client information, employee records, and storage media affected by the move; define access controls, minimization, retention
  • Required
    Move files and storage media using a data-protection-compliant process or destroy them through a DIN 66399-compliant provider.
  • Required
    Assess and document GDPR Article 32 security measures for the move, including restricted access, locked containers, tracked transport, secure temporary storage, device encryption where applicable
  • Required
    Consult the works council or employee representatives where legally applicable, particularly regarding workplace changes, seating arrangements, hybrid-work rules, working conditions
  • Apply the firm’s information-security, records-retention, access-management, incident-response, and business-continuity policies to the move.

Biggest risks

  • highSupplier and Delivery Delay
    Mitigation: Finance and Procurement shall place priority orders and sign mover, furniture, and IT contracts by Week 7, obtain written delivery commitments by Week 8
  • highIT, Telecommunications, or Access-Control Outage
    Mitigation: The IT and Network Lead shall complete installation and end-to-end testing by Week 12, maintain a tested temporary internet and remote-access solution
  • highLoss or Unauthorized Disclosure of Confidential Information
    Mitigation: The Data Protection Officer and Records Owner shall classify and inventory records in Weeks 1–5, approve what is retained, securely transported, or destroyed by Week 13
+ 4 more

Stakeholders

Executive sponsor or managing partnersProject manager or office move leadFacilities and workplace leadIT and network lead or managed service providerHR, People Operations, and employee …Data protection officer or privacy lead and …Finance and procurementClient account leads and employee user champions

Budget frame

€160,000
AI estimate, broken down by line item in the plan
Furniture and Workplace Equipment€45,000
IT, Network and Workplace Technology€44,000
Moving Logistics and Secure Records …€24,000
Internal Personnel and Governance€20,000
FoodFood manufacturer·60 employees

New product line

Gourmet Sauce Product Line Launch

The input
Launch a new line of gourmet sauces at a food manufacturer with 60 employees: recipe, shelf-life tests, packaging and label, production, listing with two retail chains. Market launch in six months.
7
Phases
48
Tasks
29
Weeks
7
Obligations
6
Risks
8
Stakeholders

Schedule

1Project Initiation and Commercial Brief
2Recipe Development and Ingredient Qualification
3Shelf-Life, Microbiological and Nutrition Validation
4Scale-Up Design and Manufacturing Readiness
5FIC Label Compliance and HACCP Regulatory Release
6Retailer Approval, Authority Notification and Initial Production
7Market Launch and Early Performance Review
Week
0510152025

Obligations with lead time

  • Statutory4–8 weeks before placing on the market
    Create, verify and approve the FIC label with mandatory particulars, emphasised allergens and nutrition declaration under Reg. (EU) 1169/2011.
  • Statutory2–6 weeks before placing on the market
    Update and validate the HACCP plan for the new recipe, equipment and production process under Art. 5 Reg. (EC) 852/2004.
  • Statutory1–2 weeks before placing on the market
    Notify a new site or changed activity to the food control authority
  • Required
    Determine whether a new site or significant change in activity triggers notification under Art. 6 Reg. (EC) 852/2004.
  • Required
    Complete documented shelf-life, storage-condition, pH/water-activity and microbiological validation, including assessment of applicable microbiological criteria under Reg.
+ 2 more

Biggest risks

  • highShelf-Life or Microbiological Validation Failure
    Mitigation: The NPD Manager and QA Manager will define pH, water-activity, microbiological and storage criteria by Week 6, use qualified laboratories for testing in Weeks 7–14
  • highIncorrect FIC Label or Allergen Declaration
    Mitigation: The NPD Manager and Procurement Lead will lock the controlled formulation and supplier allergen declarations by Week 6.
  • highHACCP Not Validated Before Commercial Production
    Mitigation: The QA Manager and Production Manager will update the HACCP study using scale-up trial evidence from Weeks 15–18, validate critical control measures and prerequisite controls
+ 3 more

Stakeholders

Managing Director / Executive SponsorNPD Manager / Food TechnologistQA, Food Safety and Regulatory ManagerProduction and Operations ManagerProcurement and Supplier Quality LeadPackaging and Labeling CoordinatorSales / Key Account ManagerRetailer Buyers and Technical Approval Teams

Budget frame

€180,000
AI estimate, broken down by line item in the plan
Packaging, Scale-Up and Initial …€80,000
Recipe Development, Ingredients and …€48,000
Retailer Approval and Launch Support€30,000
Food Safety, FIC Compliance and …€16,000
RetailSpecialist retailer·25 employees

Online shop relaunch

Specialist Retailer E-Commerce Platform Relaunch

The input
Relaunch the online shop of a specialist retailer with 25 employees: new shop system, new payment provider, inventory system integration, accessibility under the European Accessibility Act and SEO migration. Go-live before the Christmas season in five months.
9
Phases
57
Tasks
22
Weeks
4
Obligations
10
Risks
12
Stakeholders

Schedule

1Mobilization and Scope Definition
2Target Solution and Supplier Alignment
3Privacy, Contract and Compliance Readiness
4UX, Accessibility and SEO Blueprint
5Shop Build and Payment Implementation
6Inventory Integration and Migration Rehearsal
7Assurance, Accessibility Audit and Acceptance
8Cutover and Go-Live Readiness
9Go-Live and Hypercare
Week
048121620

Obligations with lead time

  • Statutory2–6 weeks before go-live
    **GDPR Article 28 data processing agreements:** Identify every processor and relevant subprocessor, review security, confidentiality, audit, deletion, assistance, and international-transfer terms
  • Guide value2–4 weeks before go-live
    **GDPR Articles 30 and 35:** Update the record of processing activities for the new shop, payment, hosting, analytics, inventory, and migration processing.
  • Required
    **GDPR Article 32 security controls:** Document and verify access control, MFA, encryption, environment separation, logging, backup, vulnerability management, incident handling
  • **Internal release, access, retention, and operational-control policy:** Approve the production access matrix, change-control process, support escalation, backup-retention approach, reconciliation ownership

Biggest risks

  • highChristmas Deadline Slippage
    Mitigation: The E-commerce Product Owner shall freeze the minimum launch scope by Week 2, the Project Sponsor shall review milestone variance weekly from Week 3
  • highInventory and Order Synchronization Failure
    Mitigation: The Inventory Integration Partner shall implement idempotent order processing, stock reconciliation, retry handling, and monitoring by Week 16.
  • highPayment Launch or Settlement Failure
    Mitigation: The Finance and Payment Lead, Payment Provider, and Implementation Partner shall complete provider certification, test all payment methods and failure paths
+ 7 more

Stakeholders

Managing Director / Project SponsorE-commerce Product OwnerIT or Technical LeadWarehouse and Inventory ManagerFinance and Payment LeadMarketing and SEO LeadCustomer Service and Returns LeadData Protection Officer or Privacy CounselShop Implementation PartnerInventory System Vendor or Integration Partner

Budget frame

€140,000
AI estimate, broken down by line item in the plan
External Delivery and Compliance …€89,600
Internal Personnel€35,600
Training, Cutover and Hypercare€7,500
Software and Infrastructure€7,200

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