Industries
AI for different industries
Explore opportunities to reduce costs, grow revenue and protect margins across operations. We start with the impact on your business.
Explore industries
Find examples relevant to your operation

Mining
Reduce hidden work and make mining decisions traceable.
Technical knowledge · Procurement and tax
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Automotive retail
Assess AI applications in lead management, CRM and aftersales. Explore Magical's work with automotive leaders and discuss your operations.
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Industrial distribution
Protect margins across parts, inventory, sales and delivery.
Technical sales support · Parts forecasting and replenishment
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Construction
Reduce rework across fieldwork, costs and schedules.
Inspections and reports · Site logs and progress measurement
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Logistics
Explore AI and automation in logistics, with freight quoting and cost analysis case studies. Assess an opportunity for your transport operation.
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Fashion and apparel
Bring collections to market faster while keeping inventory and margins in view.
Technical specifications · Production planning and capacity
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Manufacturing
AI and automation for manufacturing workflows. Explore the Profil and Grupo DND projects and assess an opportunity for your operations.
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Energy
Reduce manual work between metering, contracts and billing.
Metering and reconciliation · Contracts
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Healthcare
Automate administrative routines while preserving review and safety.
Scheduling and confirmation · Documents and billing
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Shared challenges
Different industries, shared challenges.
01
Slow decisions
Exceptions pass through people, approval levels and sources before reaching someone who can act.
02
Manual work
Experienced teams still spend time transcribing, checking and rebuilding context.
03
Fragmented data
ERP systems, spreadsheets, documents and conversations describe different parts of the same operation.
04
Hidden margin
Costs, losses and deviations become visible when there is little time left to correct them.
Our clients’ projects
Explore the challenges, solutions and results.
Manufacturing
Grupo DND
1 month → 2 hours
for repeating a literature review
A month-long review repeated in two hours, freeing the director for formulation and testing.
View case studyLogistics
RBR Transportes
30 min → seconds
for freight quotes with verified margins
Quotes in seconds instead of 30 minutes, with costs and margin checked before the proposal.
View case studyConstruction
Engape Engenharia
>90%
less report time in the 240-unit project
Automated inspection reports freed operational capacity to take on major clients.
View case study
How we get started
A method for starting small while keeping the whole operation in view.
01
Understand the operation
We interview decision-makers and operators to map processes, data, exceptions and costs before suggesting tools.
02
Choose where to start
We prioritize an opportunity by expected return, feasibility and risk. We agree on responsibilities and how to measure results before starting.
03
Put it to work
We implement, monitor real usage and measure process changes before expanding the portfolio.
Next step