Before Manual workflow
- 1Invoice arrives
- 2Download invoice
- 3Read manually
- 4Check duplicates
- 5Match property / project
- 6Assign coding
- 7Check vendor compliance
Data • Analytics • AI Automation
Turn data into intelligence. Turn intelligence into action.
Celdania helps businesses connect their data, understand their operations, and automate repetitive work through Data Engineering, Analytics, and AI Automation—around existing systems, with people involved wherever judgment matters.
From data to intelligent action.
Live workflow conceptInvoice operations
ProcessingEmail intakeNew invoice received✓
AI extractionVendor · total · due date✓
Validate & matchRules + business data✓
High confidenceExisting ERPReady for approval
ExceptionHuman reviewJudgment stays with your team
The operational drag
Your team shouldn't spend hours moving information between systems.
The work may look small one task at a time. At scale, the same repeated steps become a persistent cost, a source of errors, and a constraint on growth.
Downloading invoices
Reading PDFs
Copying into systems
Checking duplicates
Routing approvals
Chasing documents
Updating spreadsheets
Preparing reports
Reviewing shared inboxes
Following up with vendors
01Manual work
02Repetitive work
03Operational cost
04Scaling bottleneck
That's where automation becomes valuable.
Flagship automations
See how the work changes—not just what the technology does.
Select a workflow to compare today's manual process with a controlled, human-aware automation concept.
Flagship automation
AI Accounts Payable Operations
AI-assisted AP automation built around existing accounting and business systems—extracting, checking, matching, and routing while people focus on exceptions and approvals.
Property ManagementConstructionAccountingProfessional Services
After Automated workflow
Invoice / email / vendor portal
AI intake
Document extraction
Validation
Duplicate detection
Property / project / account matching
Potential outcomes
- Less manual invoice handling
- Consistent validation and routing
- Faster exception identification
- A clearer processing audit trail
Example architecture
Outlook / portalDocument AIRules & confidenceHuman exception queueExisting AP / ERP
Illustrative starting assumption: 65% automation coverage at about 7 minutes per transaction. Coverage depends on document consistency, coding complexity, and exception rates.
AI handles predictable processing. Your team handles exceptions.
Review this workflowThe redesigned experience
The difference should be operational—not theoretical.
Automation removes predictable handling while preserving judgment, control, and system ownership.
Before automationHuman-dependent workflow
- 1Manual intakeManual
- 2Download and readWaiting
- 3Copy / pasteManual
- 4ValidateWaiting
- 5Follow upManual
- 6RouteWaiting
- 7Update systemManual
Every transaction competes for team attention.
With CELDANIAControlled, integrated workflow
- Automated intakeAutomated
- AI extractionAutomated
- Data validationAutomated
- Business rulesAutomated
- System lookupControlled
- Exception reviewHuman
- IntegrationControlled
- MonitoringControlled
People focus on exceptions, decisions, and improvement.
The CELDANIA methodology
From data to intelligent action.
Automation is only as reliable as the data and systems behind it. Celdania combines data engineering, analytics, and AI automation so intelligent workflows are built on reliable business context.
01Data
02Insight
03Intelligence
04Action
Data sources
Data engineering
Analytics
AI / intelligence
Automation
Business action
Measurement
Interactive ROI calculator
What could this workflow be costing you?
Use transparent assumptions to explore the value of recovered capacity before deciding whether deeper analysis is worthwhile.
Illustrative model
Workflow assumptions
Adjust the operating inputs to explore potential recovered capacity—not guaranteed savings.
Potential value modelLive estimate
Manual hours / month175
Current monthly labor cost$5,600
Current annual labor cost$67,200
Annual automation operating cost$9,600
Illustrative estimate only. Actual results depend on workflow volume, labor cost, exception rates, existing systems, and validated automation coverage.
How we work
From one costly workflow to a controlled production solution.
We validate the opportunity before asking you to commit to a broad implementation.
Discover
We review one repetitive workflow and understand where time is being spent.
Map
We map the workflow, systems, people, data, handoffs, and exceptions.
Analyze
We estimate the manual workload and the potential automation opportunity.
Prototype
We build a focused proof of concept with synthetic or approved sample data.
Validate
We measure accuracy, assumptions, integrations, controls, and indicative ROI.
Implement
We productionize with appropriate security, rules, monitoring, and human controls.
Improve
We measure outcomes and continuously optimize as the business evolves.
Free automation opportunity review
Start with one workflow.
Show us one repetitive business process. We'll help identify where data, AI, and automation may create measurable value.
Request a free automation review No commitment required.Potential review deliverables
- Workflow opportunity analysis
- Current-state process map
- Initial automation concept
- Indicative architecture
- Indicative ROI model
- Where appropriate, a focused proof of concept
Integration, not replacement
Built around your existing technology.
Celdania has strong capabilities in Microsoft-centric environments while integrating with external APIs, accounting platforms, property-management systems, CRMs, ERPs, and custom applications when required.
Your systems stay authoritative. Automation becomes the intelligent layer between people, documents, data, and the tools they already use.
Microsoft 365OutlookTeamsSharePointPower AutomateAzureAzure AIAzure OpenAIMicrosoft FabricSQLPower BI
Three connected capabilities
Data creates the foundation. Analytics creates understanding. Automation creates action.
Celdania combines all three so intelligent workflows are built on reliable business context—not isolated AI experiments.
Data Engineering
Reliable foundations that connect, structure, and govern business data.
- Microsoft Fabric
- Azure data solutions
- SQL & data pipelines
- Integration & architecture
- Transformation & data quality
Analytics
Decision-ready reporting that turns operational data into measurable understanding.
- Power BI
- KPI reporting
- Executive dashboards
- Operational analytics
- Reporting automation & validation
AI Automation
Human-aware workflows that turn information and intelligence into controlled action.
- Document AI
- Workflow & email automation
- AI-assisted operations
- Human-in-the-loop AI
- Intelligent reporting
Why work with us
Technical enough to build it. Practical enough to challenge it.
Business-process-first
Start with the work, the exceptions, and the outcome—not a tool.
Prototype before scale
Test a focused concept before committing to a large implementation.
Integrate what exists
Work with current systems instead of forcing a platform replacement.
Human-in-the-loop
Keep people where context, approval, or judgment matters.
Data engineering foundation
Build on dependable data, observability, and system controls.
Measurable assumptions
Model value transparently and validate it against the real workflow.
AI for ambiguity. Rules for control. Humans for exceptions.
About CELDANIA
Technical consulting grounded in data, systems, and measurable operations.
Celdania is a technical consulting practice focused on Data Engineering, Analytics, and AI Automation. Engagements are led technically, and specialist capacity can be added when project requirements call for it.
LocationUnited StatesProfessional foundationData Engineering • Azure • Microsoft Fabric • SQL • Power BI • Analytics • AI Automation
More about Celdania Start with the real work
What's one process your team shouldn't be doing manually?
Show us the workflow. We'll help determine whether it is worth automating.