AI and automationfor business operations.

Campabalt combines business analysis, systems design and
engineering to develop AI and automation for business operations.
Our work spans research and advisory, implementation and operational support.

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AI Orchestration. Systems Integration. Decision Support.

// What We Do

From analysis
to operation.

Our work connects business analysis with systems design, engineering and operational support.

Engagements can address a defined stage or continue through implementation.

  1. / 01 Assess

    Research & analysis

    We study business processes, analyze data and assess operational constraints. The findings establish where AI and automation are useful, what is feasible and which priorities merit further work.

  2. / 02 Design

    Systems & solution design

    We define the architecture, data flows and integration requirements. Tasks, dependencies and approval points are established before development, including where staff need to contribute operational knowledge.

  3. / 03 Build

    AI engineering & integration

    We develop software, automation workflows and AI capabilities, and integrate them with existing systems. Testing uses representative operational data and agreed performance criteria.

  4. / 04 Run

    Deployment & operational support

    We deploy systems into live operations and establish the documentation, training and support needed for continued use.

// Capabilities

What we build.

We develop capabilities for business data, communication and operational decisions.

Each can be introduced individually or connected with others through shared data and workflows.

Data Integration & Analytics

We connect data from business systems and establish consistent definitions for reporting and analysis. Shared dashboards provide visibility across processes, performance and resources.

Document & Data Processing

We convert invoices, orders, forms, contracts and case documents into structured records and check them against source systems. Exceptions are flagged for review, and changes are logged.

Forecasting & Decision Support

We model demand, capacity, resources and budgets using business data. Forecasting and optimisation models support planning, scheduling and allocation, while AI interfaces let teams explore scenarios and review assumptions in plain language.

Dynamic Pricing & Commercial Automation

We connect pricing rules and contract terms with current costs, demand and margin requirements. Proposed changes are evaluated across affected products and services before approval and application.

Communication Triage & Drafting

We classify inbound email, forms and messages by subject, urgency and responsible team. Responses are drafted from approved records and routed for review before sending.

Customer Feedback & Service Intelligence

We organise reviews, complaints, surveys and service feedback into structured insight. Analysis identifies recurring themes by product, service, location or period, with significant issues routed for review.

  • We connect data from business systems and establish consistent definitions for reporting and analysis. Shared dashboards provide visibility across processes, performance and resources.

  • We convert invoices, orders, forms, contracts and case documents into structured records and check them against source systems. Exceptions are flagged for review, and changes are logged.

  • We model demand, capacity, resources and budgets using business data. Forecasting and optimisation models support planning, scheduling and allocation, while AI interfaces let teams explore scenarios and review assumptions in plain language.

  • We connect pricing rules and contract terms with current costs, demand and margin requirements. Proposed changes are evaluated across affected products and services before approval and application.

  • We classify inbound email, forms and messages by subject, urgency and responsible team. Responses are drafted from approved records and routed for review before sending.

  • We organise reviews, complaints, surveys and service feedback into structured insight. Analysis identifies recurring themes by product, service, location or period, with significant issues routed for review.

// AI Orchestration In Practice

Coordinating work
across systems & teams.

AI orchestration coordinates interdependent tasks across systems and teams. It carries validated information and staff input between workflows, routes exceptions and brings the relevant analysis together for a decision.

Illustrative example: a food business serving commercial and retail customers reviews a supplier cost change. Sales, inventory and contract information inform pricing options for management review.

Sources

  • Supplier Costs & Terms
  • Sales & Inventory Records
  • Commercial Rules
  • Staff Context & Constraints

Processing

  • Data Validation
  • Cost & Margin Calculations
  • Scenario Comparison
  • Routing & Escalation

Outputs

  • Commercial Impact Summary
  • Pricing Options
  • Draft Customer Communication
  • Decision & Approval Record

Human input & approval

Staff contribute information the records may not contain, such as a supplier commitment or a customer-specific restriction. Authorised managers approve pricing changes and customer communications; exceptions return for review.

// Our Approach To AI

Accountable by design.

We define what each AI system may access, which actions it may take and where human approval is required.

These controls are designed into the system and reviewed throughout its use.

Data governance

We define access, retention and deployment requirements for each system, including encryption in transit and at rest. We select services and deployment settings that exclude client data from public model training.

Agent permissions

Each agent has a defined task, a restricted set of tools and explicit limits on its actions. Sensitive actions require approval, and actions outside the permitted scope are blocked.

Human oversight

Named people are responsible for reviewing exceptions and approving consequential actions. Staff contribute context the system may lack. Safety-critical and regulated decisions remain with authorised people, with escalation and fallback procedures defined for critical workflows.

Monitoring & traceability

We monitor system activity, exceptions and approvals. Logs retain source references, relevant system and model versions, and approval records to support investigation and escalation.

Privacy Policy

// How We Build

Delivery and adoption.

We work with the teams responsible for the operation, agree release criteria and introduce systems in stages.

Training, documentation and support accompany implementation.

On-site collaboration

We work with operational teams during implementation and rollout, including on-site collaboration where the work requires it.

Staff training

Training covers system use, interpretation of outputs and how to contribute information the system lacks. Staff receive operating guides and learn to recognise missing context, changed assumptions and situations requiring escalation.

Ongoing support

We support the system in use, review feedback with your team and maintain and evolve integrations. Updates are tested and documented before release, with rollback procedures in place.

// About Campabalt

The firm.

Campabalt brings business analysis and technical delivery together within one practice. The people who define the work remain involved in its implementation, connecting operational judgment with engineering decisions.

Leadership

Ilia Zagrebelny

Ilia Zagrebelny

Chairman

Ilia oversees Campabalt’s strategic direction, governance and major commercial commitments.

Maria Zagrebelna

Maria Zagrebelna

Chief Executive Officer

Maria leads Campabalt’s day-to-day operations and oversees client engagements.

Denys Ruban

Denys Ruban

Chief Technology Officer

Denys leads Campabalt’s systems architecture, engineering and technical delivery.

Sofiya Gavshyna

Sofiya Gavshyna

Head of Visual Communications

Sofiya leads Campabalt’s graphic design and visual communications.

// Contact

Contact Campabalt

For enquiries about advisory work, systems development or operational support,
contact [email protected] or use the form below.

Address for service

Canada
Campabalt Inc.
22 St. Clair Ave E, Suite 200
Toronto, Ontario
UAE
Campabalt IT Technology F.Z.C.
Office C1-1F-SF1447, Ajman Free Zone
United Arab Emirates