Use Case

Automate Internal Workflows With Intelligence

Replace brittle automation with AI agents that understand context, handle exceptions, and improve over time.

Beyond RPA

Traditional Automation Breaks. AI Agents Adapt.

RPA scripts follow rigid rules. When anything deviates, they fail. AI agents understand the intent behind the process and adapt in real-time.

Traditional RPA
OrchStack AI Agents
Breaks when form layout changes
Understands context and adapts to new layouts
Cannot handle unstructured data
Parses PDFs, emails, and free-text with LLMs
Fails silently on edge cases
Reasons through exceptions or escalates with context
Requires developer maintenance for every change
Self-adapts to common variations automatically
No learning from past failures
Stores resolutions in memory for future use
Applications

Automate the Workflows That Drain Your Team

From data entry to approval chains, AI agents handle the repetitive work so your operations team can focus on decisions that matter.

Data Entry & Processing

Extract data from emails, PDFs, and forms. Validate, normalize, and enter into your systems. Handle mismatches and duplicates intelligently.

Invoice processing, employee onboarding forms, vendor registrations

Report Generation

Pull data from multiple sources, aggregate, format, and distribute reports on schedule. Adapt when data schemas change.

Weekly sales reports, inventory summaries, financial reconciliation

Approval Workflows

Route requests through multi-level approval chains. Collect signatures, track SLAs, and escalate when approvals are delayed.

Purchase orders, expense claims, access requests, change management

Inventory Management

Monitor stock levels, trigger reorder workflows, reconcile counts across warehouses, and flag discrepancies for review.

Low-stock alerts, supplier order automation, warehouse reconciliation

Architecture

The Supervisor Pattern for Complex Operations

A supervisor agent coordinates multiple specialist task agents, handles failures, and ensures the overall workflow completes — even when individual steps encounter issues.

Supervisor Agent

Coordinates, monitors, handles failures

Data Extract
Validate
Transform
Sync
If any task agent fails, the supervisor retries, reassigns, or escalates to a human gate
Task Delegation
Failure Recovery
Progress Tracking
Human Escalation
Integrations

Connect Every Tool in Your Stack

AI agents are only as useful as the systems they can access. OrchStack connects to everything your operations team uses.

ERP Systems

SAP
Oracle
NetSuite
Microsoft Dynamics

Databases

PostgreSQL
MySQL
MongoDB
Snowflake

Communication

Slack
Microsoft Teams
Email (SMTP)
Twilio

Productivity

Google Sheets
Excel
Jira
Notion

Cloud Storage

AWS S3
Google Drive
Dropbox
SharePoint

Custom Tools

REST APIs
GraphQL
MCP Protocol
OrchStack SDK

100+ pre-built connectors. Need something custom? Build it with the SDK.

Capabilities

Everything You Need for Intelligent Operations

A complete toolkit for building AI-powered operational workflows that adapt, learn, and scale.

Adaptive Workflows

Unlike rigid RPA scripts, AI agents adapt to changing data formats, new edge cases, and evolving business rules. When something unexpected happens, the agent reasons through it.

Exception Handling

When an agent encounters an edge case it cannot resolve, it escalates with full context — what it tried, why it failed, and a suggested resolution for human review.

Cross-System Integration

Agents connect to ERPs, CRMs, databases, spreadsheets, email, Slack, and custom internal tools. One orchestration layer that spans your entire tool ecosystem.

Audit Trails

Every action, decision, and data transformation is logged with timestamps, inputs, outputs, and the reasoning behind each step. Full compliance-grade traceability.

Cost Tracking

Track the cost of every workflow run — LLM tokens, API calls, compute time, and human review. Know the ROI of every automated process down to the penny.

Human Oversight

Configure approval gates at any point in the workflow. High-value transactions, sensitive data changes, and exception cases can require human sign-off before proceeding.

Operations Automation FAQ

Automate Operations That Matter

Replace brittle scripts with intelligent agents that handle the real world.

Free tier available · No credit card required