Role-based systems
Interfaces for administrators, operators, clients, and partners.
Software that makes complex operations simple
Custom business systems, AI-assisted workflows, integrations, and data tools designed around how your business actually works.
- Documents, records, and system events can enter a defined flow.
- Rules can check format, completeness, and required fields.
- Agreed steps route information to the next action.
- Selected tasks can include classification, extraction, drafting, or retrieval.
- People review exceptions and decisions where judgment matters.
- APIs can exchange data with relevant systems.
- Structured records, notifications, and reporting interfaces support the next step.
Built for real operational complexity
Connected workflows
Software that links APIs, databases, documents, and existing tools.
AI with a clear role
Extraction, classification, search, and drafting with human review where judgment matters.
Start with the workflow as it works today
A software task can begin with disconnected tools, manual approvals, repeated data entry, documents, and system boundaries.
Built around the way work happens
Typical work connects the systems, data, and decisions behind daily operations, with the aim of reducing repeated entry and making status and responsibility clearer.
CAP / 01
Business systems
CRM systems, client portals, internal dashboards, and role-based operational tools.
Illustrative flow
- User request
- Role check
- Workflow action
- Status view
CAP / 02
Integrations and automation
Connections between services, API-based workflows, notifications, and routine process automation.
Illustrative flow
- System event
- API exchange
- Business rule
- Notification
CAP / 03
Documents and data
Document-processing flows, structured data pipelines, search, validation, and reporting.
Illustrative flow
- Incoming document
- Field extraction
- Validation
- Human review
- Structured record
CAP / 04
AI-assisted features
Classification, extraction, drafting, and retrieval features with an implementation approach suited to the task.
Illustrative flow
- Knowledge request
- Search and retrieval
- AI-assisted draft
- Source review
- Human decision
Illustrative workflows show possible capability patterns. They are not customer case studies.
From document to decision
Illustrative scenario: an incoming purchase order must be captured, checked, approved, and passed to another system. The demonstration shows one possible implementation.
Illustrative capability demonstration. It is not a customer case study or live processing service.
NSM / DOC Purchase order
- Supplier
- Example supplier
- Amount
- Detected value
- Date
- Detected date
- Line items
- Structured rows
Input registered
The source document enters a controlled processing queue.
Fields identified
Relevant values and line items are converted into structured data.
Rules applied
Required fields, formats, and business conditions are checked.
Human decision
Exceptions and approval decisions remain visible to the responsible person.
Output prepared
Approved information can update the relevant ERP, database, or dashboard.
Possible operational effect One reviewed record ready for the next system, with exceptions and approval responsibility visible.
Engineering principles
Automate the repeatable. Keep judgment reviewable.
Security and permissions belong in the architecture.
Build systems that remain understandable and extendable.
Move through inspectable milestones with useful documentation.
Systems we build
Select a system pattern to see how interfaces, workflow logic, data, decisions, and existing tools can connect.
Illustrative architecture / 01
Client portal A clear service surface connected to the operational record behind it.- 01 Customer
- 02 Portal
- 03 CRM
- 04 Billing
- 05 Support
Possible operational effect One role-appropriate view for requests, status, billing, and support.
Illustrative architecture / 02
Document workflow Incoming files become reviewed records and actions.- 01 Document
- 02 Extraction
- 03 Rules
- 04 Human review
- 05 ERP
Possible operational effect Less repeated entry and a clear review point before approved data reaches the next system.
Illustrative architecture / 03
Knowledge system Company information becomes searchable with source-aware review.- 01 Question
- 02 Retrieval
- 03 AI assistance
- 04 Source review
- 05 Answer
Possible operational effect One source-aware route from a question to a reviewed answer.
Illustrative architecture / 04
Operations dashboard Events from several systems become one role-based operational view.- 01 Systems
- 02 Data layer
- 03 Business logic
- 04 Dashboard
- 05 Action
Possible operational effect One operational view instead of switching between several source systems.
A complete software lifecycle
A project can move from operational discovery to a production-ready system through clear, reviewable stages.
- 01
Discover
Understand the users, current workflow, data, systems, pain points, and constraints.
- 02
Architect
Define the interface, system boundaries, data model, integrations, security, and implementation plan.
- 03
Build
Deliver in reviewable iterations with design checks, testing, and stakeholder feedback.
- 04
Launch
Prepare deployment, migration, documentation, handover, and production validation as applicable.
- 05
Evolve
When included, refine the system as operational needs and workflows change.
Evidence you can inspect
The demonstrations on this page explain capability without claiming completed client work. The contracting identity is published for straightforward procurement and compliance checks.
Capability demonstrations
- Clear system boundaries
- Reviewable milestones
- Defined responsibilities
- Named deliverables
- Published contracting identity
Individual Entrepreneur Stepan Mikhno
Russian Federation
INN 262704759151 OGRNIP 326265100114266
Have a complicated workflow?
Let’s turn it into software designed around the people, data, and systems involved.