Select the workflow
Identify an owner, the current cost of work and criteria for a completed task.
AI AGENTS & BUSINESS AUTOMATION
AI agents.
Real-world work.
We build AI agents for business workflows, connect them to your systems and prepare legacy applications for AI.
AI AGENTS / INTEGRATION / MODERNIZATION
AMARYLLIS / SYSTEM ARCHITECTURE 01—03
WEB APP ↔ BUSINESS SYSTEMS
BUSINESS AUTOMATIONAI + APIsAPI-FIRST · MODULAR · CONNECTED
01AGENTSBusiness workflows
02CONNECTAPIs & data
03MODERNIZEAI-ready systems
AZURE / SQL / YOUR APIs
AI agentsProcess automationAI integrationLegacy → AI-ready
01 / EXPERTISE
From a business need
to AI that works.
Automate workflows. Connect AI to data and tools. Modernize the systems your business depends on.
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AI Agents & Business Process Automation
Custom AI agents for support, document processing and business operations. CRM and ERP integrations, controlled actions and measurable pilot outcomes.
- Multi-step workflow automation
- Agents for support and operations
- CRM, ERP and API integrations
Explore this service
✓02
AI Integration Engineering
Connect AI models to applications, APIs and enterprise data. RAG, agent tools, access controls, testing and observability for existing business systems.
- Model integration through APIs
- RAG and enterprise knowledge retrieval
- Agent tools and system connectors
Explore this service
✳03
Legacy → AI-ready Modernization
Prepare legacy and .NET systems for AI with APIs, controlled data access, testing and incremental modernization. A full rewrite is not always necessary.
- Architecture and data readiness assessment
- API layers for existing systems
- Incremental component modernization
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02 / DELIVERY
From a first use case
to controlled automation.
Start with a focused pilot. Evaluate quality, costs and human involvement before expanding automation.
Prepare integrations
Review data, APIs and permissions. Define allowed actions and exception handling.
Evaluate the pilot
Test against a separate evaluation set. Measure quality, time and manual corrections.
Launch and evolve
Add logs, limits and monitoring. Expand the scope based on evaluated results.
03 / TECHNOLOGY
Tools that fit the task.
Architecture built to evolve.
Technology choices reflect your infrastructure, workload and the capabilities of your team.
Backend & cloud
Quality & AI
Integration & delivery
HUMAN EXPERTISE. AI CAPABILITY.
AI with engineering
accountability.
Useful automation starts with a defined task. We scope data access, evaluate response quality and include human review for consequential actions.
- Scoped permissions and actions
- Evaluation against your scenarios
- Logging and failure handling
04 / INSIGHTS
Before the first
technical conversation
A practical project brief covering goals, integrations, quality and constraints. Make your first discussion more productive.
Read the guide ↗PROJECT BRIEF / 01Better questions.
Better questions.
Better projects.
01Goals and users
02Systems and integrations
03Acceptance criteria
05 / FAQ
Questions before we start
Where should an AI agent implementation start?
With one repeatable workflow, an outcome owner and representative examples. Define data sources, permitted actions and acceptance criteria before development.
How is AI integration different from agent development?
Integration connects the model to data, an application and tools. An agent uses those connections to execute a workflow. An AI feature, such as document classification, does not necessarily require an agent.
Do we need to rewrite the whole system for AI?
Not necessarily. A limited API, data improvements and an isolated workflow are often sufficient. The choice depends on the system’s condition and the new use case.
How do we assess automation ROI?
Compare the process cost before and after implementation, including integration, API usage, maintenance, human checks and error correction. Time saved does not automatically translate into lower expenditure.
How much does a custom AI agent cost?
Cost depends on workflow complexity, integrations, data quality and control requirements. Discovery allows a pilot and production implementation to be estimated separately.
LET'S BUILD SOMETHING THAT WORKS.
Let's work through
your challenge.
A new product, a complex integration or a system ready for its next chapter. Let's start with a conversation.
contact@amaryllis.by ↗42-317 Kalvariyskaya St.,Minsk, 220073, Belarus