012–4 weeks
Automated Operational Reporting
Consolidates operational data and generates recurring reports without manual rebuilding.
Value
More visibility with less admin burden.
AI ADOPTION FRAMEWORK
From opportunity to operation.
MagicWay identifies where AI creates value, connects it to systems and puts new processes to work with teams.
Operating model
Strategy
Processes
People
AI
Data
Systems
Governance
Continuous adoption
Measure · Learn · Improve · Scale
WHERE DO WE START?
Start with the process, not the tool.
The first objective is not to select technology. It is to find a relevant process, a measurable outcome and an owner able to decide.
01
Define the outcome
Which business outcome do we want to move, and who owns it?
Sponsor + objective
02
Map the processes
Where do volume, waiting, errors, repeated decisions or scattered knowledge exist?
3–5 candidates
03
Select one pilot
Compare value, feasibility, risk and adoption before deciding what to build.
Priority + baseline
First CONCEPT session
1. Bring
1 sponsor · 3–5 processes · operational data
2. Work
90 minutes · friction map · score
3. Leave with
1 priority · owner · baseline · next steps
HOW DO WE FIND OPPORTUNITIES?
Find friction with value.
We combine interviews, process data and work observation. Then we score every opportunity against the same criteria.
Signals to look for
Repeated work
High volume and recognisable rules
Too many handoffs
Waiting between teams and approvals
Scattered knowledge
Expert dependency and manual search
Errors and rework
Copied data and inconsistent decisions
Slow decisions
Manual analysis and fragmented context
Opportunity Score
Each dimension receives 0–5. Its weight converts the result into a 0–100 priority.
0–100Priority
Business value30%
Frequency and scale20%
Data and feasibility20%
Adoption and ownership15%
Controllable risk15%
70–100
PILOT
PILOT
50–69
DISCOVER
DISCOVER
0–49
BACKLOG
BACKLOG
Required gate
Available owner + measurable baseline + legitimate data access
THE SCALE SHIFT
Adoption does not end with a chatbot.
We start with quick value, but design for end-to-end process transformation.
011 pessoa
Task
Generate a summary
021 equipa
Workflow
Handle a request
03várias equipas
Process
Lead-to-sale
04empresa
Operation
AI-assisted decisions
Coleção de ferramentas sem ligação
Processos redesenhados, ligados e medidos
THE MAGICWAY METHOD
CONCEPT. PLUG. PLAY.
Three decisions. One path from strategy to adoption.
01
Choose
CONCEPT
Where is intervention worthwhile?
- Map processes and friction
- Prioritise value × feasibility
- Define metrics and owner
Output
Business case + blueprint
02
Connect
PLUG
How does it enter operations?
- Design the new workflow
- Connect data and systems
- Build and test the pilot
Output
Operational pilot
03
Adopt
PLAY
How does it create continuous value?
- Enable and support teams
- Measure impact and quality
- Scale with governance
Output
Process in production
IMPLEMENTATION RHYTHM
From sprint to process.
An initial 8-week cycle delivers a decision, an operational pilot and a scale plan.
1CONCEPT
Diagnosis
Process map
2CONCEPT
Priority
Selected case
3PLUG
Design
Blueprint
4–5PLUG
Build
Working pilot
6PLUG
Test
Evidence
7PLAY
Adoption
Enabled team
8PLAY
Scale
90-day plan
Weeks 1–2
Decide
Weeks 3–6
Build + prove
Weeks 7–8
Adopt + scale
TRANSFORMATION PORTFOLIO
Use cases that cross the business.
We select processes with impact across teams, data and decisions—not just isolated tasks.
Selected category
Operations
026–9 weeks
Planning and Deviation Copilot
Identifies delays, deviations and capacity risks before they create operational impact.
Value
Better predictability and faster operational response.
034–6 weeks
Quality Workflow Automation
Digitizes quality checks, approvals, observations and issue history.
Value
Traceability and consistency.
PROJECT EXAMPLES
The right system for each problem.
KORIA when the challenge is knowledge. Automation, data and purpose-built applications when work must be executed, decided or transacted.
KORIA
Internal Knowledge Hub
Use when
Policies, SOPs, manuals and know-how are scattered and depend on experts.
Solution
KORIA + Microsoft 365 / Google Drive / DMS
Concrete deliverable
Natural search, cited answers, role-based permissions and user feedback.
KORIA + WORKFLOW
Investment Research Room
Use when
Research and documents must feed memos, validations and auditable decisions.
Solution
KORIA + market data + approval + portfolio system
Concrete deliverable
Searchable deal room, assisted memo, source-level evidence and logged human decisions.
DATA + AUTOMATION
Operations Control Tower
Use when
The problem is visibility, deviations and coordination across ERP, projects and teams.
Solution
ERP + project tools + data layer + BI + AI alerts
Concrete deliverable
One operational view, anticipated risks, owners and automated executive reporting.
KORIA + CRM
Customer Service Copilot
Use when
Support repeats answers, searches for information and loses context across channels.
Solution
KORIA + CRM / ticketing + routing + human handoff
Concrete deliverable
Cited suggested answer, CRM action, escalation and feedback-driven learning.
Enterprise architecture pattern
Systems of record remain authoritative. AI adds retrieval, reasoning and controlled action.
Source systemsDMS · CRM · ERP
IdentityAccess control
KORIA / AI layerRetrieve · reason
WorkflowRules · actions
Human decisionApprove · correct
Evaluation & metricsLearn · improve
Non-negotiable practices
Enterprise by design.
Aligned with responsible AI and enterprise RAG references
01
Inherited permissions
AI only retrieves content the user is already allowed to access.
02
Visible source
Every factual answer points to its originating document or record.
03
Evaluation before rollout
Real questions test retrieval, groundedness and task success.
04
Human in the loop
High-impact decisions or actions require approval and defined accountability.
05
Telemetry and feedback
Quality, failures, adoption and cost are monitored from the pilot onward.
06
Owned content
Sources have an owner, version, validity and review cycle.
REFERENCE IMPLEMENTATIONS
Six processes already transformed into systems.
Solution patterns already built by MagicWay, presented without identifying the organisations involved.
Reference implementation
Asset Management & Investment Banking
Investment Decision Intelligence
An integrated process for research, memo preparation, risk control, investment committee decisions and portfolio monitoring.
Delivered
Document intelligenceMemo copilot
Results
–30% to –50%
Time to prepare memo
>95%
Traceable sources
Reference implementation
Construction & Real Estate
Project Delivery Control Tower
Cross-functional coordination of projects, documents, approvals, risk and executive reporting.
Delivered
Project data layerRisk signals
Results
–40%
Reporting cycle time
>90%
Decisions within SLA
Reference implementation
Multi-business Enterprise
Enterprise Knowledge Operations
Verified knowledge connected to internal support, decisions, onboarding and execution.
Delivered
Verified retrievalPermission-aware AI
Results
–50%
Time to useful answer
>95%
Answers with sources
Reference implementation
Customer Service & CX
Customer Service Copilot
Knowledge, customer context, assisted answers and escalation connected in one support flow.
Delivered
Agent assistKnowledge grounding
Results
–30%
Average response time
>95%
Answers with sources
Reference implementation
People & HR
People Onboarding Intelligence
Onboarding coordinated across HR, managers, IT, learning and internal knowledge.
Delivered
Journey orchestrationOnboarding assistant
Results
–25%
Time to productivity
>90%
Tasks completed on time
Reference implementation
B2B Sales
Commercial Proposal Engine
Qualification, solution, pricing, proposal and approval connected to CRM and commercial knowledge.
Delivered
Opportunity briefProposal copilot
Results
–50%
Time to first draft
>90%
Approved content reused
Reference implementation
Logistics, Transport & Distribution
Predictive Logistics Control Tower
An end-to-end connected operation that anticipates delays, explains their impact and coordinates the best response across planning, warehouse, carriers and customers.
Delivered
Shipment operational twinPredictive ETA and risk
Results
>80%
Exceptions detected before impact
–35% to –50%
Mean time to resolution
CONDITIONS FOR SCALE
Technology is one part of the system.
Every implementation progresses across five workstreams at the same time.
01
Process
New flow, rules and exceptions
02
Data
Sources, quality and access
03
Technology
Models, integrations and security
04
People
Roles, enablement and adoption
05
Value
Baseline, KPIs and improvement
OwnerBaselineRisk controlsHuman oversightAdoption metrics
NEXT STEP
Choose a process. Prove value. Prepare to scale.
Share the process you want to improve. We will return an initial view of opportunity, risk and feasibility.