Use Cases

Evonic’s agentic framework is designed to handle diverse real-world scenarios. Whether you need a single conversational agent for customer support or a multi-agent swarm orchestrating complex enterprise workflows, Evonic provides the building blocks to design, deploy, and manage AI agents at scale.

Below is a curated collection of use cases, organized by domain and complexity level.

🤝 Customer Service & Support

Customer Service Agent

Deploy an agent to handle inbound customer inquiries across multiple channels — Telegram, WhatsApp, or web chat.

Capabilities:

Answer FAQs from a knowledge base
Process refunds and cancellations via tool execution
Escalate complex issues to human agents
Maintain conversation context across sessions

# Example: Create a customer service agent
./evonic agent add support_bot --name "Customer Support"
./evonic agent enable support_bot

Internal Helpdesk

A dedicated agent for IT support, HR policy lookups, and employee onboarding queries.

Capabilities:

Retrieve internal documentation and policies
Log support tickets via API calls
Route issues to the appropriate department
Keep a record of all resolved incidents

Customer Onboarding

Guide new users through your product’s setup workflow step by step.

Capabilities:

Send personalized onboarding sequences
Validate configuration inputs
Trigger welcome emails and account provisioning
Hand off to human support when stuck

👤 Personal & Productivity

Personal Companion

A long-running agent that helps with daily tasks, research, and reminders.

Capabilities:

Schedule reminders and recurring tasks via the Scheduler
Browse and summarize web content
Maintain long-term memory across sessions
Manage to-do lists and notes

Research Assistant

Automate literature reviews, data extraction, and summarization tasks.

Capabilities:

Search and retrieve academic papers or web sources
Extract structured data from unstructured text
Generate annotated summaries with citations
Store findings in the agent’s knowledge base

🤖 Multi-Agent & Orchestration

Agentic Swarm

Deploy multiple agents with specialized roles that collaborate to achieve a common goal.

Example swarm configuration:

Agent	Role	Tools
`researcher`	Gathers and summarizes information	`web_search`, `read`, `summarize`
`analyst`	Validates data and runs calculations	`runpy`, `bash`, `chart`
`writer`	Produces the final output	`write_file`, `edit`
`reviewer`	Checks quality and consistency	`read`, `diff`, `evaluate`

Agents communicate natively via Evonic’s agent-to-agent protocol, making orchestration seamless without custom glue code.

AI Workflow Orchestration

Orchestrate end-to-end AI pipelines using a coordinating agent.

Pipeline example — Model Training Pipeline:

data_ingestion → preprocessing → training → evaluation → deployment

Each stage can be handled by a dedicated agent or executed sequentially by a single orchestrator agent:

# An orchestrator agent triggers pipeline stages
./evonic agent add ml_pipeline --name "ML Pipeline Orchestrator"
./evonic agent enable ml_pipeline

The orchestrator agent monitors each stage, logs results, and triggers rollback if evaluation thresholds aren’t met.

⚙️ DevOps & Automation

Automation & DevOps Agent

Monitor infrastructure, trigger deployments, and respond to incidents autonomously.

Capabilities:

Run health checks on servers and services
Execute deployment scripts via SSH workplaces
Rollback to previous versions on failure
Send alerts via primary channel (Telegram, WhatsApp)
Integrate with monitoring APIs (Prometheus, Datadog, etc.)

Agentic ERP

Manage enterprise resource planning workflows — supply chain, inventory, procurement, and finance — through purpose-built agents.

Example multi-agent ERP setup:

Agent	Domain	Responsibilities
`inventory_agent`	Inventory Management	Tracks stock levels, triggers reorder alerts
`procurement_agent`	Procurement	Generates purchase orders, negotiates with suppliers
`finance_agent`	Finance	Processes invoices, reconciles payments
`supply_chain_agent`	Logistics	Optimizes routing, tracks shipments
`erp_orchestrator`	Coordination	Resolves conflicts, prioritizes tasks

Each agent has its own knowledge base (supplier catalogs, pricing sheets, SLA documents) and communicates with others via the agent-to-agent protocol. The orchestrator ensures decisions are aligned with business rules.

✅ Quality & Evaluation

Quality Assurance / Evaluation Agent

Automate LLM evaluation and regression testing.

Capabilities:

Run customizable evaluators (regex, semantic, custom)
Benchmark model performance across test datasets
Generate comparison reports between model versions
Gate deployments based on passing criteria

# Run an evaluation suite
./evonic eval run my_eval_suite
./evonic eval report my_eval_suite --format html

🛒 E-Commerce

E-commerce Assistant

Help customers discover products, track orders, and manage their purchases.

Capabilities:

Product recommendations based on preferences
Order status tracking and delivery updates
Cancellation and return processing
Wishlist and cart management

🏥 Healthcare

Healthcare Triage Agent

Perform initial symptom assessment and guide patients to appropriate care.

Capabilities:

Structured symptom intake questionnaire
Escalate urgent cases to human triage
Schedule appointments via calendar tools
Retrieve patient history (within compliance boundaries)

📚 Education

Education Tutor

Provide personalized learning assistance to students.

Capabilities:

Adapt explanations to the student’s level
Generate practice problems and quizzes
Track progress across learning modules
Reference a curriculum knowledge base

🛡️ Safety & Moderation

Content Moderation Agent

Automatically detect and handle harmful content across platforms.

Capabilities:

Flag toxic or prohibited content
Escalate ambiguous cases for human review
Apply platform-specific moderation policies
Log moderation decisions for audit

💰 Financial Services

Financial Advisory Agent

Provide portfolio analysis, market summaries, and risk assessments.

Capabilities:

Fetch and analyze market data via API tools
Generate investment summaries and reports
Assess portfolio risk based on user-defined parameters
Trigger alerts on significant market movements

Summary

Category	Use Case	Complexity
Customer Service	Customer Service Agent	Low
Customer Service	Internal Helpdesk	Low
Customer Service	Customer Onboarding	Medium
Personal	Personal Companion	Low
Personal	Research Assistant	Medium
Multi-Agent	Agentic Swarm	High
Multi-Agent	AI Workflow Orchestration	High
DevOps	Automation & DevOps Agent	Medium
DevOps	Agentic ERP	High
Quality	QA / Evaluation Agent	Medium
E-Commerce	E-commerce Assistant	Low
Healthcare	Healthcare Triage	Medium
Education	Education Tutor	Medium
Safety	Content Moderation	Medium
Financial	Financial Advisory Agent	High

Start building your first use case with the Quick Start Guide. To learn more about designing agents, see the Agents Overview.