Guides

Fiserv

Yes, Fiserv won a banking license. It is the Merchant Acquirer Limited Purpose Bank (MALPB) charter from Georgia, approved September 27, 2024. Here is what it is, what it changes, and the one thing it does not change for the banks that run on Fiserv

CUA (Computer Use Agent), Explained: Pixels vs the Accessibility Tree

A CUA is an AI agent that drives software through the screen the way a person does, instead of calling APIs. Here is what that means, why screenshot-based CUAs stall on legacy enterprise apps, and the accessibility-tree approach that runs on SAP GUI and mainframes.

Cyberdesk (YC S25): what it is, and the accessibility-API alternative | Mediar

Cyberdesk is a Y Combinator S25 company building a computer-use agent for legacy Windows apps, founded in 2025 by Mahmoud Al-Madi and Alan Duong. Here is what it does, the architecture it bets on (cloud virtual desktops driven by vision), and where an accessibility-tree approach fits instead.

Free SAP alternatives for order-to-cash

The honest open-source alternatives to SAP are Odoo Community (LGPLv3), ERPNext (GPLv3), Dolibarr (GPLv3), and Apache OFBiz (Apache 2.0), each a full migration. The part every list skips: the keystroke labor survives the migration, and the automation layer on top of SAP can be open source too. Mediar

Is there a Triune Health Partners RPA case study? What the search actually maps to | Mediar

There is no public UiPath, Automation Anywhere, or Blue Prism case study named Triune Health Partners. The closest real company is TRIUNE Health Group, a Lombard, Illinois workers

Mediar meaning: what the word means and why the product is named that

Mediar is the Spanish and Portuguese verb for

Mediyar: a name, a verb, or the automation tool Mediar? | Mediar

Mediyar is most often a Central Asian given name and a Spanish verb. If you searched it expecting software, you almost certainly meant Mediar, the AI desktop automation tool at mediar.ai. Here is how to tell the difference.

Mefiar? You mean Mediar. The correct spelling, and what it is | Mediar

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Order to Cash Robotic Process Automation: Where the Bots Break

Order-to-cash RPA runs the cycle from order entry through invoicing, cash application, and collections. Most of those steps live in no-API legacy screens, which is exactly where pixel-and-selector bots break. Here is the failure mode and how an accessibility-tree approach survives it.

The MyEyeDr revenue cycle automation case study, verified and dissected | Mediar

The MyEyeDr RCM automation case study is published by UiPath: $186M in cash-application remittances, $6.9M in retained eyewear claims, $310K payroll saved, 385,000 provider applications a year across 850 centers. Here are the real numbers, verified June 2026, plus where the RPA approach behind them gets expensive and how an accessibility-API agent runs the same workflows.

Xperience Banking Software: What It Is, and How to Automate the Work Inside It

Xperience is Jack Henry

Skyvern commit d1de195: the

Commit d1de19556efa2de6ab3420de0aa908d732a62024 in Skyvern is

The Eye Center Doctors of Optometry, P.A. UiPath case study

A stage-by-stage walkthrough of automating an optometry practice

WebBench dataset: 5,750 tasks, the GitHub repo, and what it cannot measure | Mediar

A reference for WebBench: 5,750 tasks across 452 live websites, 2,454 open-sourced on GitHub under MIT, the READ/WRITE split, the leaderboard, and why a browser-only benchmark omits the no-API desktop layer where enterprise RPA actually runs.

You searched after seeing an MRI report or a radiology vendor

You want mediaire GmbH, the Berlin company whose AI reads brain, prostate, and knee MRIs. Their site is mediaire.ai and their products are mdbrain, mdprostate, and mdknee. Nothing on this site will help you read a scan. Head to mediaire.ai.

Automate SAP data entry without selectors

Coinstar runs SAP ERP and migrated its whole environment in 70 days. The harder problem is the daily kiosk-to-SAP reconciliation keyed into SAP GUI. Here is how to automate it without brittle selectors.

CloudCruise product updates after June 6, 2026: what is actually public | Mediar

Checked on 20 June 2026: CloudCruise has no blog or changelog post dated after 6 June 2026 (latest is 25 May 2026). The only public activity after that date is open-source SDK and CLI work on GitHub. Here is the verified log, and what it says about the layer CloudCruise does not touch.

Comfort Systems USA

Comfort Systems USA (NYSE: FIX) has not reported losing a license.

Copy Data Between Two SAP Business One Forms With the B1 SDK (Steps + the No-SDK Path)

The exact UI API event flow to copy field values from a request form to a completion form in SAP Business One, why the SDK route needs an add-on and a developer license, and how to do the same copy without writing SDK code.

EHR Automation Tools: The Five Categories, by Layer They Reach

EHR automation tools split into five categories by the technology they use: native automation, ambient AI scribes, integration engines, classic RPA, and accessibility-tree AI agents. A decision matrix mapping each to the four layers of EHR work, and the one layer most tools cannot touch.

Finance: Reg E error resolution

A cardholder calls to dispute a debit. The rep opens the dispute in the Jack Henry, Fiserv, or FIS core. Mediar reads the disputed amount, posting date, and reason code off that screen and pre-fills the error-resolution record plus the provisional-credit entry. Regulation E (12 CFR 1005.11) gives the bank 10 business days to investigate or post provisional credit and take up to 45 days; the clock starts at the call, not at re-keying.

Record one claim

A CSR opens the desktop claim client and walks one real FNOL end to end while the recorder watches. No script, no field map.

RPA Wiki: Robotic Process Automation Reference (2026)

A plain reference for robotic process automation: what RPA is, the core glossary, and the one thing other RPA wikis skip, how a bot actually perceives the screen (image matching, coordinates, selectors, or the accessibility tree).

Skyvern Pricing 2026 (Official): Every Tier, Decoded

The official 2026 Skyvern pricing, verified from skyvern.com on June 20, 2026: Free, Hobby $29/mo, Pro $149/mo, Enterprise custom. Plus what a credit actually costs, and the one number the pricing page buries.

Watch once, then run

You do a repetitive desktop task one time. Mediar records the steps, turns them into a reusable workflow, and runs it on its own afterward. No selectors to write, no pixels to pin.

WebBench: the 2,454-task benchmark on GitHub, and the layer it can

WebBench is Halluminate

Healthcare Automation Software: The One Axis Buyers Miss

What healthcare automation software is, the four categories of it, and the dividing line that actually decides projects: whether a tool can act inside no-API desktop EHRs like Epic Hyperspace and Cerner PowerChart.

Intelligent process automation and Gartner: which quadrant is it in? | Mediar

There is no Gartner Magic Quadrant for intelligent process automation. IPA is split across four separate Gartner research surfaces. Here is the map, and where the AI-native desktop approach a legacy-systems buyer wants actually sits.

Kaiser, Epic Resolute, and RPA claims automation: who actually does what | Mediar

Kaiser runs Epic, so claims automation means working Resolute HB/PB denial and edit work queues in the Hyperspace/Hyperdrive client. Here is what UiPath, Automation Anywhere, Blue Prism, Akasa, Waystar, and the now-defunct Olive and renamed nThrive each actually do, verified June 2026, and the desktop layer none of them drive.

The 5,750 tasks / 452 websites benchmark (Web Bench), and the layer it can

The 5,750-task, 452-website benchmark is Web Bench, a browser-agent test from Skyvern and Halluminate. Here is what the numbers mean, and why a benchmark drawn from the top 1,000 websites by traffic structurally leaves out the desktop systems most enterprise RPA actually runs on.

The eight limits PAD hits on SAP GUI

There is no .pad file format. Power Automate Desktop stores flow definitions in Microsoft Dataverse (v2 desktop flow binary objects), keeps only a run cache locally under AppData, and offers copy-as-text as the sole portable artifact. A reference, sourced from Microsoft Learn.

The Eye Center Doctors Of Optometry Pa Uipath Case Study

There is no published UiPath case study for The Eye Center Doctors of Optometry, P.A. Here is the real optometry RPA story (MyEyeDr), why the optometry desktop has no write-back API, and where an accessibility-tree approach fits.

Robotic process automation with UiPath

Automating with RPA means running a saved sequence of interface steps. Here is what an automation is at the engine level: a sequence of steps, each with its own error strategy, driven through the Windows accessibility tree so it self-heals instead of breaking.

Skyvern as RPA: What It Automates, and Where the Browser Boundary Falls

Skyvern is open-source AI RPA that drives a browser with LLMs and computer vision instead of selectors. Here is exactly what it reaches, the WebVoyager benchmark behind the claims, and the desktop layer no browser agent can touch.

Sola RPA: computer vision over pixels vs the accessibility tree

Automat is a Winter 2023 Y Combinator company building AI/RPA agents with a transformer engine and computer vision; it raised a $15.5M Series A in November 2025. Here is what it does and the one difference no Automat page states: vendor-built vs an open-source workflow engine you run yourself.

What Is RPA? The Definition, Plus the One Part Every Guide Skips

RPA (robotic process automation) is software that runs repetitive, rule-based screen tasks by mimicking a person

Where did mediar-ai/screenpipe go?

The open-source engine. Rust core, MIT licensed, tagline \

1. Pull the consensus before the print

An analyst opens the estimates page on a terminal or aggregator (Seeking Alpha, Nasdaq, a sell-side model) and copies the consensus revenue, adjusted EBITDA, and per-ADS loss for the quarter into a tracking sheet. For VNET the pre-print consensus clustered around RMB2.65 to 2.66 billion revenue and roughly RMB881 million adjusted EBITDA.

Automate EMR Documentation: The Last Mile Scribes Leave Behind

Ambient AI scribes write the note. The other half of EMR documentation, getting registration, insurance, codes, and flowsheet fields into Epic or Cerner, is still manual. Here is how to automate that part when the EMR has no API.

Banking cores it runs on

FIS Bankway and Horizon, Fiserv DNA, Premier and Signature, Jack Henry Silverlake and Xperience, plus the content and payments systems bolted to them.

Fiserv Core Automation: Driving Premier, Signature, and DNA Without an API

Fiserv runs a lineup of cores, not one, and the teller and back-office screens have no public API. Here is how accessibility-tree agents automate Premier, Signature, and DNA workflows and self-heal across Fiserv releases.

Patient registration and intake

The single most common request. A registrar opens the EHR registration screen, then types demographics, insurance, and consent from a portal payload, a faxed form, or a scanned card. None of that is a FHIR write on the free APIs. Mediar reads the source and fills the named fields directly.

SAP GUI and mainframe green-screens

Computer vision has to recognize a field by how it looks. A SAP GUI transaction screen, or a 3270 terminal emulator, is a dense grid of monospace text with none of the visual affordances a vision model was trained on. The accessibility tree names every field SAP already publishes to assistive technology, so the agent reads them as data, not as a picture of data.

Skyvern alternative: which one your workflow needs depends on where it runs

Browser Use is an MIT-licensed Python library; Skyvern is an AGPL-3.0 platform with no-code workflows and computer-vision page reading. An honest head-to-head, plus the architectural ceiling they share: the browser window edge, and what sits past it.

Skyvern Cloud Pricing 2026: Tiers, Credits, and What They Cover

Skyvern cloud pricing as of June 2026: Free ($0, 5,000 credits/mo), Hobby ($29/mo), Pro ($149/mo), Enterprise (custom). Why credits are variable, and where the per-credit model stops applying.

Skyvern setup and ease of use for small business owners, compared honestly

Skyvern is genuinely friendly to author with, but

Skyvern vs other automation tools: ease of use and 2FA, honestly compared

Skyvern is easy to use and supports 2FA. But

Skyvern: pros, cons, and the one boundary none of the comparisons mention

Most Skyvern alternative lists compare one browser agent to another. The real fork is the browser window edge. If your workflow touches SAP GUI, a file picker, or a native dialog, Skyvern cannot reach it. Mediar is the desktop accessibility-tree alternative. Source-cited against the open Terminator executor.

The one axis under every Skyvern comparison

Strip the pricing tables and star counts and every honest Skyvern matchup turns on one question: what surface does the tool bind to? Skyvern binds to a Chromium tab through the Chrome DevTools Protocol. UiPath binds to selectors and image templates. Mediar binds to the operating system accessibility tree. The binding decides what the tool can see, what breaks it, and where it stops. Pick the binding that matches where your workflow lives, then argue features.

When to fire your RPA platform (and what replaces it) | Mediar

A decision guide for ops and finance leaders: when ripping out UiPath, Automation Anywhere, or Power Automate actually pays off, and how Mediar replaces it at $0.75 per minute with no per-bot licensing.

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The SAP Business One desktop client runs as the process SAP Business One.exe (spaces included), installed under C:\\Program Files\\SAP\\SAP Business One\\. Here is the full B1 process family, how to confirm the PID, how to tell the real binary from malware, and the one reason automation people look it up.

AI tools for filling complex compliance forms

A PDF API fills the document. For government compliance forms across an organization, the field data lives in legacy desktop systems with no API and the finished form has to be submitted into a portal, which a PDF library cannot do. This guide names the PDF-fill APIs that fit (Anvil, Apryse, Nutrient, pdfRest, the MIT GSA/pdf-filler) and explains where the PDF API ends and desktop automation begins.

CloudCruise (company): what it is and where Mediar differs

Verified answer: as of June 16, 2026 CloudCruise has not announced any technology, channel, or integration partnership after June 1, 2026. The only external relationships it has disclosed are its $5M seed investors and angels (Zachary Lipton of Abridge, David Singleton ex-Stripe). Includes the full list of disclosed relationships, how to verify it yourself, and how Mediar

CloudCruise: company, product, and what it automates

Verified CloudCruise pricing as of June 16, 2026: Free $0/mo (3 workflows, 2 browser hours), Starter $60/mo (unlimited workflows, 20 browser hours then $3/hour), Scale custom (demo required). Plus what the browser-hours billing unit reveals about where the tool can and cannot run, and how it compares to Mediar

EMR ZAP login and the desktop chart

How to automate Cerner (Oracle Health) PowerChart: where FHIR and HL7 APIs apply, where they do not, and why accessibility-tree automation survives Millennium UI changes that break image-based RPA.

EMR ZAP login: there is no separate login (here is why) | Mediar

The Zus Aggregated Profile (ZAP) has no standalone EMR login; it launches embedded via SMART on FHIR. Here is what

Insurance claims intake automation

Roots AI is Roots Automation, Inc., whose insurance platform rebranded to Bevaya on May 28, 2026. This guide disambiguates the name, explains the cloud/API product, and draws the honest line where API-based automation stops and desktop accessibility automation begins.

Intelligent process automation tool: what makes one actually intelligent | Mediar

An intelligent process automation tool pairs RPA with AI. The part every roundup skips is the perception layer: how the tool reads a screen. Mediar reads the OS accessibility tree instead of pixels, so it works on legacy desktop apps other tools choke on.

Order capture

A PO arrives as a PDF or email. Someone keys it into the sales-order screen by hand. This is where free AR tools cannot help: they sit downstream of the order, not at the keyboard.

Read the remark code off the remittance

The agent reads the CARC/RARC pair from the 835 or the scanned EOB. It is matching text in the remittance grid by its accessibility label, not a screenshot, so a vendor theme change does not break the read.

Skyvern pros and cons for browser automation, vs the services it competes with

An honest breakdown of where Skyvern is strong for browser-based workflows, where it falls short against Browser Use and Browserbase, and the one boundary none of the comparisons mention: the native desktop layer.

What is Mediar?

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Why legacy desktop apps with no API are a moat

CloudCruise is a YC W24 San Francisco startup building a developer platform for browser agents that run in managed Chrome. Here is the company profile plus the one boundary every other profile skips: what to do when your workflow lives in a desktop thick client, not a browser tab.

How to automate SAP, branch by branch

ECC PRD

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.

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. 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 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.

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.

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

Login | Mediar

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Login | Mediar

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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

Sign Up | Mediar

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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