Sales & CRM
AI Desktop & Browser Automation Platform
The tool uses a two-tier AI architecture that eliminates 80-90% of manual BPO work at near-zero AI cost. Tier 1 runs deterministic automation scripts (pywinauto for Windows desktop apps, Playwright…
The challenge
Why it exists
BPO operations teams spend 60-70% of their time on repetitive, high-volume data entry and migration tasks across legacy desktop applications (SAP, .NET CRMs) and browser-based systems (Salesforce, web portals). These tasks are error-prone, slow, and expensive to staff. Traditional RPA tools (UiPath, Blue Prism) are costly ($8K-$40K/year per bot license), rigid to maintain, and can't handle the edge cases that make up 10-20% of real-world records — requiring constant human intervention. There is no affordable, intelligent automation solution that combines deterministic execution with AI-powered exception handling to process the full spectrum of records end-to-end.
The approach
How it works
The tool uses a two-tier AI architecture that eliminates 80-90% of manual BPO work at near-zero AI cost. Tier 1 runs deterministic automation scripts (pywinauto for Windows desktop apps, Playwright for browsers) — fast, reliable, zero AI tokens. Tier 2 invokes Claude's vision and reasoning capabilities only for the 10-20% of records that hit edge cases: unknown screen layouts, ambiguous data, or judgment calls. The platform provides a full React dashboard for project management, real-time batch monitoring, and an exception review queue where analysts see AI-generated resolution suggestions alongside screenshots. An n8n workflow engine orchestrates scheduling, retry logic, and automatic re-queuing of resolved exceptions. The key innovation: unlike traditional RPA that fails on exceptions and stops, the tool captures context (screenshots + state), routes to AI analysis, and either auto-resolves or surfaces intelligent suggestions to human reviewers — keeping the pipeline flowing.
Key capabilities
What it does
The tool uses a two-tier AI architecture that eliminates 80-90% of manual BPO work at near-zero AI cost.
Tier 1 runs deterministic automation scripts (pywinauto for Windows desktop apps, Playwright for browsers) — fast, reliable, zero AI tokens.
Tier 2 invokes Claude's vision and reasoning capabilities only for the 10-20% of records that hit edge cases: unknown screen layouts, ambiguous data, or judgment calls.
The platform provides a full React dashboard for project management, real-time batch monitoring, and an exception review queue where analysts see AI-generated resolution suggestions alongside screenshots.
Typically used by
BPO operations teams, data migration analysts, process automation leads
Business impact
80-90% reduction in manual processing time for repetitive BPO tasks (data entry, system migrations, form filling)
80-90% reduction in manual processing time for repetitive BPO tasks (data entry, system migrations, form filling) ~$0.02-0.05 per AI invocation vs $8K-$40K/year per RPA bot license — 95%+ cost reduction over traditional RPA tools Zero AI token cost on 80-90% of steps — deterministic-first architecture means AI spend only where intelligence is needed 3x faster exception resolution — AI-generated suggestions reduce analyst review time from minutes to seconds per exception Automatic retry & self-healing — failed records re-queue with context, reducing stuck-record escalations by ~70% Full audit trail — every action logged immutably for organization reporting and compliance
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