Guides

Cloudcruise Pricing Changes After 2026 05 08

Verified inventory of CloudCruise pricing changes after May 8, 2026. Live cloudcruise.com/pricing on May 14, 2026 diffed against Wayback Machine snapshots from August 2025, November 2025, January 2026 and March 2026. Headline base prices unchanged. Starter tier lifted from 10 workflows to Unlimited Workflows and added a BAA. Scale tier added Single Sign-On and reworded the data-retention line. Earlier in 2026, the Growth $700 and Pro $1500 tiers were removed entirely and the Starter overage rate moved from $2/h to $3/h, which most third-party reviews still get wrong.

Cloudcruise Product Updates After 2026 05 08

Verified inventory of CloudCruise product updates published after May 8, 2026. One commit on cloudcruise-js (35400dd, May 11) restricting SDK API key requests to production. cloudcruise-cli v1.2.0 (May 8) added prior workflow version fetching. No blog posts, no BADGER commits, no Python SDK commits in the window. Includes per-repo last-update dates, a self-verifying GitHub API command, and a monitoring playbook.

1. Capture

Move the document off the scanner, the email attachment, the upload, the EDI feed, the fax. The job is to land a digital artifact (PDF, TIFF, image, JSON) somewhere a downstream tool can read it.

Label rewrite

SAP support pack renames

Per-tool-call canonical row

Runtime anomaly detection for RPA only works if the runtime emits a fixed-shape per-step record. UiPath and Automation Anywhere emit free-form activity-pack log lines; Mediar

AI agents replacing UiPath RPA

RPA marketplaces are a software supply chain in the same shape as npm or PyPI: partner and community publishers, opaque packages, transitive NuGet dependencies, components running with the bot user

SAP Business One RPA via the accessibility tree: a UIA walkthrough

B1 sales process is four documents (Sales Quotation, Sales Order, Delivery, A/R Invoice) plus Incoming Payment. Service Layer is HANA-only, so SQL Server tenants only have DI API or UI automation. This page maps the cycle, scores each step under both backends, and explains where UI automation is the only path that ships across both.

Step analysis

Gemini reads one event plus its screen and tree context, returns 8 fields including user_intent.

Robotic process automation with UiPath, decomposed into the three products you actually license

Every commercial RPA vendor drives SAP through SAP GUI Scripting, which is disabled by default and gated by an SAP basis profile change. This page explains the toggle, why it stalls projects, and how a Windows UI Automation runtime skips it entirely.

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.

What counts as a document, in the recorder

Order entry, vendor master, and journal posting in classic SAP GUI for Windows.

1. Decrypt the secret values for this org

On the executor side, AES-256-GCM ciphertext from the org_secrets table is decrypted into a plain HashMap<String, String>. The master key is derived by SHA-256 hashing SECRETS_ENCRYPTION_KEY, and the nonce is the first 12 bytes of the stored blob.

AI agents replacing UiPath RPA: the boundary line that decides whether the replacement holds

Automation Anywhere is a recorder (Object Cloning, inside Bot Creator) plus a runtime (Control Room and Bot Runner). The recorder serializes UI element fingerprints by left/top/state/path; the runtime replays them. This piece walks the format itself, names what it captures, and shows the accessibility-API alternative that solves the brittle-selector problem at the recorder layer rather than at the runtime.

AI tools for filling complex compliance forms: the form most tools cannot reach

Adjudicator marks the claim closed, the dispute decided, or the grievance resolved. Upstream system emits the structured record (decision, amount, codes, dates).

CUA AI: what a computer-using agent is, and why the term hides two products

Tom Cruise has been represented by Maha Dakhil at CAA since 2002. This page also explains the second sense of the word that now sits one autocomplete away: AI agents, which in 2026 is the term for software that drives applications on a user

Free

30 minutes

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.

SAP order-to-cash automation

thick-client SAP B1 and ECC, transaction codes, SAP Logon

Skyvern, traced through the source: planner, actor, validator, and the WebBench leaderboard

A line-by-line read of Skyvern 2.0

What an auditor opens, by layer

Compliance paperwork automation lives in two layers. GRC tools (Vanta, Drata, Sprinto) automate the cloud-API evidence layer. The legacy desktop layer where the regulated record actually posts has its own shape, its own audit artifacts, and a determinism property the GRC layer cannot offer.

AI agents for legacy desktop systems with no API

Every enterprise function (AP, Treasury, Claims, Patient Intake, Bank Onboarding) has its own legacy desktop app and its own historical RPA bot. They all share one input layer: the Windows UI Automation accessibility tree. Here is what that tree exposes for each function and how an AI agent drives it.

AI agents on legacy desktop systems with no API

What

AI data entry from PDF, traced past the JSON

Most data entry automation guides describe extract (OCR, IDP, JSON). They stop before the values land in the destination UI. This piece traces what an automated typing event actually contains, why field-label selectors survive UI redesigns, and where the half that breaks really lives.

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.

Skyvern, plainly: the planner-actor-validator architecture and the Chromium-tab edge

A walkthrough of Skyvern self-hosted: the exact docker-compose services, ports, and environment variables, what the AGPL-3.0 public ECR images contain, what stays proprietary in the cloud, and the architectural boundary self-hosting does not fix.

UiPath classic

The artifact is a .xaml workflow file in Studio, published as a NuGet package to Orchestrator and scheduled there. Selectors live as XPath-style strings inside the .xaml; resolved at replay by the Robot. None of this transfers. The new artifact is a TypeScript workflow file checked into git, queued in Postgres, and replayed by the executor crate.

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.

Browser tasks

A goal in plain language (login to portal X, download invoices for January, save as PDF) gets decomposed by the Planner and executed step by step by the Actor. The repo README lists this as the primary primitive.

MAC portal layer

JE and JF Part A and Part B. Portal at noridianmedicareportal.com. Also runs the JE/JF DDE access to the FISS mainframe.

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.

Protocol layer

HL7 v2 messages, FHIR resources, X12 270/271 eligibility. Structured data exchange between systems.

Q1. Which SAP are you actually on?

Classic ECC 6.0 with SAP GUI for Windows is a different automation surface from S/4HANA Fiori, which is a different surface from SAP Business One, which is a different surface from ByDesign and from RISE-hosted instances. The honest answer to

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

Vision-loop CUA

On every UI step, the agent screenshots the screen and sends it to a vision-language model. The model returns a click coordinate or a typed string. The agent fires it, captures a fresh screenshot, and asks again. The model lives in the runtime hot path.

AI agents on legacy desktop systems with no API

How to govern AI agents acting on SAP, Oracle EBS, Jack Henry, Epic, and other legacy desktop systems. The shape of the audit trail you can keep is dictated by the agent

AI tools for filling complex compliance forms

AI form recognition splits into two pipelines: vision/OCR on the source PDF, and field reads on the destination Win32 form. For HIPAA, SOX and KYC the audit shape of those two pipelines is completely different. This guide names the split, names the artifacts, and grounds the runtime in the open-source Mediar executor.

Excel as a sheet

PDF table in, flat sheet out

Hardware (Windows checkout PC)

All-in-one terminal or standard Windows 10/11 box plus a receipt printer, a barcode scanner, a cash drawer on a serial-over-USB cable, and an EMV PIN pad on a USB or RS-232 line.

June 2024

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

SAP Business ByDesign order-to-cash automation: where the OData line ends and the WorkCenter line begins

VA01, VL01N, VF01, and F-28 absorb most of the human clicks in an SAP O2C cycle. This page walks each one in order, shows the actual two-tier selector shape (chained primary plus a generated scoped fallback) that the Mediar recorder emits for each click, and explains why that shape survives an SAP GUI theme repaint and a S/4HANA SAP GUI for HTML render.

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.

1. SaaS orchestrators

Zapier, Make, Workato, n8n, Tray, Pipedream. Move JSON from one cloud API to another. The

1. What is the runtime artifact, and how big is it?

The runtime is the program that drives Windows after the model is done thinking. If a vendor cannot point you at one specific file (or one specific binary) and tell you how many lines of code it is, the model is in the runtime, and you are buying a chatbot wrapper. Mediar

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

Match by automation or accessibility ID

Legacy desktop systems already publish a machine-readable surface through the OS accessibility API, the same one screen readers read. The exact format an agent feeds the model, the four-strategy fallback when the UI shifts, and why a pixel-vision agent is the wrong default for this workload.

When an AI agent actually replaces a UiPath workflow

AI agents replace UiPath only when the model runs at authoring time and not at runtime. A look at where the boundary line sits, why pure agentic runtimes stall in audit, and what the deterministic replacement looks like in source code you can grep.

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=

Element interaction

Most pages on this topic list vendor logos. The honest first axis is the catalogue of named primitive operations any RPA runtime is built from. This guide enumerates the 28 tools the Mediar runtime publishes as MCP tools in the open-source Terminator agent, names the five vision sources behind get_window_tree, and maps the catalogue to UiPath activities, Power Automate Desktop actions, and Blue Prism stages.

Stage 1, step analysis

An AI workflow assistant watches a task once and rebuilds the recording as something a machine can replay. The honest implementations read the OS accessibility tree and label each step using the surrounding context. This guide walks Mediar

1. The PDF arrives

A new document lands in OneDrive, an inbox, a SharePoint folder, or a network share. The trigger is a file watch, not a model call. Nothing is extracted yet, because the extractor does not know what fields it is looking for.

1. The recorder is allowed to be sloppy about ids

If the diff layer is going to throw away id tokens anyway, the recorder does not have to fight the OS to capture a stable one. It can take the id that is exposed today and let the next capture take a different id without ever raising a diff. This is not laziness; it is the specification.

5 endpoints

The orchestrator fires exactly five named POST routes in fixed order. Adding a sixth means editing the orchestrator function, the queue worker, and the desktop progress UI in one pull request.

Matthew Diakonov: who he is, what he ships, and the Rust crate underneath Mediar

Matthew Diakonov is the co-founder and CTO of Mediar, a San Francisco AI desktop automation company. He builds the Tauri desktop agent and the open-source Rust executor (terminator-rs) that the commercial product depends on. GitHub: m13v.

RPA agent UI input layer: accessibility tree vs pixels, and the bet each one is making

Most guides to workflow automation tools rank Zapier, Make, n8n, and Power Automate by integration count. The honest first axis is the runtime surface the tool can reach. This guide names the four surfaces, shows the keystroke-level spec that decides which one your workflow actually lives on, and explains where each category stops working.

SAP Business ByDesign order-to-cash automation: where the OData line ends and the WorkCenter line begins

Cloud ERP with native O2C. Strongest fit when leaving SAP B1 or ECC for a SaaS suite. Implementation typically 6-12 months mid-market.

Skyvern pricing decoded: what a credit actually buys, and where it stops

A 2026 budget planner

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 split by surface, not by feature count

Most guides on workflow automation software grade vendors by connector count or seat price. The honest first question is what

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

1. Sales order intake from a customer PDF

A customer emails a PO as a PDF attachment. There is no EDI link and the buyer will not change. The OData CustomerInvoiceCreateRequest does nothing here because the data is not yet in ByDesign. UI-only: someone opens the Sales Orders WorkCenter, clicks New Sales Order, and types eight to twelve fields per line.

Free

$0/month. 1,000 credits, roughly 170 actions. CAPTCHA solving and basic support.

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.

Meaning of robotic process automation: how the term split into two architectures

Most answers to this question stop at the analogy of a software worker that mimics a human. The mechanical answer is three layers: a six-event capture filter, a four-stage synthesis pipeline, and a four-strategy replay cascade. This page walks each layer with the open-source files that handle it.

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.

STATIC

Pin an explicit XPath selector on the node. Deterministic targeting. The fastest mode and the one that keeps a workflow reproducible across runs, until the page ships a class-name change and the selector breaks.

What robotic process automation actually is, traced through the source

Most explainers stop at

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

Mediar AI is a Windows desktop automation platform. Its AI runs once, offline, during recording, and then disappears from the runtime. The production replay engine is a deterministic Rust binary calling Windows accessibility APIs. This guide opens the source and shows the split.

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.

What is Mediar? The recording-to-replay pipeline, opened up

The phrase

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.

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.

Identify the workflow to automate

Step-by-step guide to automating SAP order entry, invoice processing, and other repetitive tasks using AI-powered desktop automation.

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