Guides

RPA, legacy desktop, accessibility agents: the actual wire format

What an RPA agent that drives a legacy Windows desktop app via accessibility APIs actually looks like at runtime: the eight MCP tool names, the role:Edit && text:Customer selector grammar, the window >> element scoped form, and the three-fallback cascade. Source citations included.

Legacy desktop apps with no API are a moat. Here is exactly how it works.

Why

Licenses

List ~$3,800 per Unattended Robot per year, ~$1,950 per Attended Robot, plus Studio/Orchestrator. This is the line item every CFO sees first and it is the smaller half of the program.

How to automate SAP, branch by branch

ECC PRD

UiPath alternative, accessibility API agents: a five-question test

Selenium is locked inside the page DOM. The accessibility tree (UIA on Windows) sees the page DOM, the browser chrome, the OS file picker, and the desktop apps around them in one runtime. Source-cited against Mediar

Bring the enrollment screen forward and wait for it

The agent activates the core admin system

RPA UI drift, absorbed by the accessibility tree

RPA does not fail at random on legacy desktop apps. It stalls at seven nameable points, all caused by selector and pixel bots having no durable handle on the screen. Here is the catalog, plus how Mediar

Cloudcruise Product Updates After 2026 05 08

Verified inventory of CloudCruise product updates published after May 8, 2026, updated May 21 to also cover the after-May-12 window. Early May: one cloudcruise-js commit (35400dd) and cloudcruise-cli v1.2.0. After May 12: a cloudcruise-cli burst (OAuth server registry, .env loading, support_builder merges, version bumped to 1.4.0 in commit 4eb0114 on May 20) and a new May 19 blog post on compounding errors in AI computer use. Includes per-repo last-update dates, a self-verifying GitHub API command, and a monitoring playbook.

Selector.name(\

Match by the UIA Name property. This is the human-visible label Windows hands to screen readers. For SAP GUI, Oracle Forms, mainframe terminals, and banking cores, the Name comes from the underlying form definition, so it stays stable across themes, DPI, and most patches.

Guidewire ClaimCenter

Mediar drives ClaimCenter the same way a CSR does, by reading the live accessibility tree the desktop client exposes. Field labels like Policy Number, Loss Date, and Loss Description are matched by name, so the agent does not break when ClaimCenter ships a quarterly UI refresh.

Automating SAP data entry without a license, an integration partner, or a five-figure quote

AP automation already cuts the digital-invoice approval clerk via Bill.com, Stampli, Tipalti, Ramp, and Coupa. The desktop AP clerk who types approved invoices into SAP, Oracle EBS, Jack Henry, Fiserv, or NetSuite Desktop is still there, because those systems have no API the SaaS AP vendors can use. That clerk is cut by accessibility-API agents, not API integrations.

Week 1 — Pick the workflow, not the platform

One workflow that already runs 100+ times a week on a legacy Windows desktop app: SAP GUI, Oracle EBS, Jack Henry, Fiserv, Epic, eClinicalWorks, or a mainframe terminal. 5-10 minutes per execution. The analyst who runs it today is in the room. No developer required.

Open inspect.exe

Ships with the Windows SDK. Path is C:\\Program Files (x86)\\Windows Kits\\10\\bin\\10.0.x.x\\x64\\inspect.exe. Free. No license check.

UiPath alternative, accessibility API agents: a 5-question test for vendor claims

Why enterprise AI stalls between operations and finance, and the bill format that closes the gap. Mediar

June 2024

Repo created at mediar-ai/screenpipe (GitHub id 817326197).

1. Bounded execution

A scheduled run that hangs forever is not an automation, it is a leak. Ask the vendor for the hard wall-clock cap on a single run and the cleanup interval that reaps stuck executions.

AI agents replacing UiPath RPA: where the boundary is

Enterprise process automation buyers now judge platforms on reliability and auditability, not on what agents can technically do. A working-system read of the failure-handling primitives a serious EPA platform must implement: error classification by category, retry policy bound to category, and consecutive-failure auto-cancel. Includes the actual Rust code from Mediar

Zap fires on a SaaS event

Standard Zapier territory. The Zap

1. Authoring in Studio

A certified developer opens UiPath Studio, drags activities (Click, Type Into, Read Range, Get Text) onto a canvas, and uses the recorder to capture the target element. Studio writes a .xaml file describing the workflow. Selectors are XPath-like expressions over UI elements: <wnd app=

Workflow automation software, audited at the recording loop

Patient verification automation is a read-back loop, not a write loop. This piece walks through Mediar

Workflow automation tools: pick by the surface, not the feature list

A workflow automation platform is the runtime that picks which language a workflow speaks, where its source lives, and how many machines run it. This guide opens Mediar

Layer 1. The web questionnaire

SIG, CAIQ, NIST 800-171, vendor RFPs, modern HTML or Excel-attachment forms. The answer is mostly text drafted from a knowledge base. The artifact is the submitted questionnaire export plus an answer-source log.

SAP data entry automation: one journal entry, traced from PDF to F-02

Classified Infrastructure. Retried with 30s, 60s, 120s backoff (capped 600s). Common when a SAP application server bounces.

1. Capture the click and the tree

When you click, type, or navigate while Mediar is recording, the desktop agent stores the low-level event plus a compact YAML snapshot of the Windows accessibility tree from before the action and from after it. The tree is the same one screen readers consume, not pixels.

AI tools for filling complex compliance forms

Type

Mediar.ai, Inc.

This page. AI desktop automation for Windows. Incorporated in Delaware, headquartered at 945 Market St, Ste 501, San Francisco, CA 94103. Founded mid-2024. Pre-seed, backed by Founders Inc and Seed Club Ventures.

Where the AI in Mediar AI actually lives (and where it does not)

Most AI tools for compliance forms auto-draft answers in modern web questionnaires (SIG, CAIQ, vendor RFPs). The complex compliance forms regulators actually audit live in legacy Windows desktop apps (Epic, Fiserv, Guidewire, SAP GUI) with no API. This guide explains the split, names the primitives, and grounds the form-fill runtime in the open-source Mediar executor source.

Acceptable Use

Ai Ethics

Banking

Sync customer data across Jack Henry, Fiserv, FIS. Eliminate manual reconciliation and onboarding delays. Reduce onboarding from 8 weeks to 2 weeks.

Case Studies

Compare Mediar vs Competitors | ERP & EHR Automation

See how Mediar compares to UiPath, Power Automate, n8n, and other RPA tools. 99.9% reliability, 5-second workflows, competitive pricing.

Contact Mediar.ai, Inc.

Contact Mediar.ai, Inc. Phone, email, and headquarters address for sales, support, security, and compliance inquiries.

Create Workflow

Detect the Citrix session

Why UIA selectors do not cross the Citrix ICA boundary, and how Mediar (powered by Terminator) automates Epic inside Citrix from the client side, with no VDA install required.

Error

Excel

Automate data entry from Excel spreadsheets into any legacy system. Works with SAP, mainframes, custom apps.

For UiPath Developers | Mediar

You know selector maintenance is a pain. What if it wasn

Glossary

Comprehensive glossary of automation, RPA, and enterprise software terminology.

Guides | Mediar

Guides on automating SAP, RPA workflows, compliance forms, and order-to-cash processes with AI agents.

Healthcare

Automate patient registration and clinical workflows in Epic, Cerner, eClinicalWorks, Veridigm, Greenway. Reduce wait times and registration errors. Save $210K/year.

Imperial Treasure

Insurance

Eliminate manual work when customers submit insurance claims - from submission to adjuster assignment in under 2 minutes. Save $750K/year with 93% faster processing.

It Manager

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Lottie

Oracle

Automate invoice processing in Oracle EBS. Extract data from PDFs and populate AP automatically.

Order

Pricing

Priority Waitlist

Privacy

Purchase Successful

Record or Program

Learn what Robotic Process Automation (RPA) is, how it works, its benefits and limitations, and how modern AI-powered automation compares to traditional RPA tools.

Rpa Consultant

Sap

Eliminate manual entry of sales transactions from your POS system into SAP for financial reporting and tax compliance. Save $80K/year with 93% faster processing.

SAP Order-to-Cash Automation

Automate order entry from POS systems into SAP. Eliminate manual data entry for sales transactions.

Security

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Stage 1: Observation & Workflow Discovery

Mediar software (web-based or installed agent) observes user screen interactions on Windows machines. This captures detailed workflow logs, task durations, and identifies repetitive patterns, providing clear visibility into current processes and potential automation opportunities.

Terms

Truth over comfort

We tell you what works and what doesn