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Agentic AI Systems

Process Automation Agents

Traditional RPA breaks when a UI changes or an email isn't formatted perfectly. We build Cognitive Automation Agents that combine the action-taking capabilities of RPA with the visual and linguistic reasoning of LLMs to automate messy, unstructured back-office processes.

Cognitive RPAUnstructured DataLegacy System AIBack-Office Automation
80%
Cost Reduction
In manual data-entry operations for legacy insurance claim processing.
24/7
Execution
Continuous processing of incoming vendor invoices with zero downtime.
Expert Led
Arsalan Abbas
Automation Architect
Process Automation ExpertsHigh ROI
Capabilities

Core Features

Visual GUI Interaction

Agents equipped with Vision models (GPT-4o) that can literally 'see' legacy software screens and click elements, bypassing the need for APIs.

Unstructured Parsing

The ability to read messy, inconsistently formatted emails, invoices, and PDFs, extract the required fields, and input them into your ERP.

Resilient Automation

Unlike rigid RPA bots, agentic automation can reason through exceptions. If a button moves, the agent visually finds it and proceeds.

Human Handoff

When an agent encounters a completely novel edge case, it pauses the workflow and flags a human operator for a decision.

Implementation

Our Process

01

Workflow Mining & Feasibility

Week 1-2

Identifying high-volume, highly-manual back office processes (e.g., invoice processing, claims handling) that are ripe for cognitive automation.

02

Tool & Integration Setup

Week 3-4

Building the bridges the agent will use to act—whether that's via REST APIs, database connections, or headless browser automation.

03

Cognitive Logic Engineering

Week 4-6

Prompting the LLM to understand the unstructured inputs (emails, docs) and deciding which tools to call to execute the process.

04

Exception Handling Architecture

Week 7

Building the safety nets. If the agent's confidence score drops below 90%, it routes the task to a human-in-the-loop dashboard.

05

Deployment & Scaling

Week 8

Deploying the agents in parallel workers to churn through backlog queues exponentially faster than human teams.

Tech Stack

Technologies We Use

Python / Playwright
Automation & Scraping
GPT-4o Vision
Screen & Document Understanding
Celery / Redis
Task Queues
Robocorp / UiPath
Enterprise RPA Integration
LangChain
Cognitive Routing
Common Questions

FAQ

How is this different from tools like UiPath or Automation Anywhere?

What if the agent makes a mistake on a critical financial transaction?

Can this work with our 20-year-old AS400 terminal software?

Ready to Innovate?

Accelerate Your Business with
Process Automation Agents

Book a free strategy call. We'll scope the exact requirements for your use case and walk you through our implementation approach.

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