Computer-use AI agents

Agents that drive your software.

Deskwright deploys AI agents that log in, click, type, and complete real workflows across the tools your team already uses — web apps, internal tools, even legacy desktop. No API. No brittle automation scripts.

No APIs. No scripts. Just outcomes.
Works on
  • Salesforce
  • SAP
  • NetSuite
  • Citrix
  • Internal tools
  • Legacy desktop
The anti-RPA

Why traditional RPA keeps breaking

Robotic process automation promised hands-free workflows. Then it shattered against real software. Here is where it fails — and how Deskwright’s vision agents handle it instead.

Brittle selectors

RPA bots target exact DOM paths and pixel coordinates. Rename a field or move a button and the bot silently does the wrong thing.

Deskwright reads the screen with vision and reasons about intent — it finds “Submit” even when it moves, restyles, or gets renamed.

No API for legacy apps

Mainframe terminals, Citrix sessions, and old desktop suites expose no integration surface, so script-based tools can’t reach them cleanly.

Deskwright operates through the real UI. If a person can use it on screen, the agent can drive it — zero integration required.

Scripts break on every change

Each vendor update or UI refresh sends teams scrambling to re-record flows. Maintenance quietly eats the savings RPA promised.

Deskwright self-heals through UI changes and asks a human when it’s unsure — so workflows stay live instead of breaking overnight.

Product

Built for software that wasn’t built for bots

Vision and reasoning agents that use real interfaces the way your team does — only faster, around the clock, and fully auditable.

Sees & uses any UI

Web, desktop, Citrix, or legacy green-screen. The agent perceives the screen and acts like a person — no API, plugin, or integration needed.

Self-healing

When buttons move or fields are renamed, the agent reasons its way to the goal instead of crashing — and flags real ambiguity for review.

Human-in-the-loop approvals

Gate any step behind a person. The agent surfaces exactly what it will do — pay, delete, submit — and waits for approve, edit, or reject.

Full session replay

Watch every click, keystroke, and decision after the fact. Step through a run frame by frame for audit, debugging, or compliance.

Runs in your VPC

Deploy inside your own cloud or on-prem. Data and credentials never leave your perimeter; you keep full control of scope and access.

Pre-built workflow recipes

Start from battle-tested recipes for reconciliation, data entry, migrations, and QA — then adapt them to your tools in plain language.

How it works

From a goal to a finished workflow

You describe the outcome. Deskwright perceives, plans, acts with the guardrails you set, and leaves a complete audit trail behind.

  1. 1

    Describe the goal

    Tell Deskwright the outcome in plain language or pick a recipe — “reconcile yesterday’s payments in NetSuite.”

  2. 2

    Perceive & plan

    The agent looks at the live screen, identifies the right controls, and plans the steps needed to reach the goal.

  3. 3

    Act with approvals

    It clicks, types, and navigates at machine speed — pausing for human sign-off on the steps you’ve gated.

  4. 4

    Replay & audit

    Every action is recorded. Replay any run frame-by-frame and export a tamper-evident log for compliance.

reconcile-payments.yaml
workflow: reconcile-payments
target: "netsuite.app"   # no API needed
goal: "Match yesterday's bank deposits to open invoices"

steps:
  - open: "Banking > Match Deposits"
  - for_each: deposit
    do:
      - find_invoice: { amount: "$deposit.amount" }
      - approve_if: "amount > 10000"  # human gate
      - click: "Match"

on_uncertain: "ask_human"
replay: true
Use cases

Put an agent on the work nobody wants to do by hand

Repetitive, screen-bound, high-volume workflows are where computer-use agents shine. Metrics below are illustrative.

Finance back-office & reconciliation

Match deposits to invoices, chase exceptions, and close the books across ERPs that never had an API worth using.

10× faster monthly close

Data migration & entry

Move records between systems screen-by-screen when no clean export exists — accurately and overnight.

50k+ records migrated per run

QA & regression testing

Exercise real user journeys across releases without maintaining a wall of brittle selector-based tests.

90% less test maintenance

Customer-ops & back office

Process refunds, update accounts, and handle case queues across the same tools your agents use today.

24/7 queue coverage

0Faster than manual work
0APIs required
0Session replay coverage
0Workflow recipes
Security & trust

Enterprise control, by default

Agents that touch real systems demand real guardrails. Deskwright is built to run inside your perimeter, on your terms.

Runs in your VPC

Deploy in your own cloud or on-premises. No screens, credentials, or data leave your environment.

Scoped credentials

The agent uses least-privilege service accounts stored in your secrets manager — never hard-coded, always revocable.

Human approvals

Gate sensitive actions behind a person. Nothing irreversible happens without explicit sign-off.

Full audit trail

Every action is captured in a tamper-evident log with screen-by-screen replay for compliance and review.

Pricing

Start small, scale to the back office

Transparent tiers that grow with the number of workflows and agent-hours you run.

Starter

$0/mo

For a first workflow and a proof of value.

  • 1 active workflow
  • 50 agent-hours / mo
  • Session replay
  • Community support
Contact us

Enterprise

Custom

For regulated, high-volume, multi-team deployments.

  • Dedicated agent capacity
  • On-prem & air-gapped options
  • SSO/SCIM & audit exports
  • Custom recipes & onboarding
  • 24/7 enterprise support
Contact us
What teams say

Loved by the people doing the work

Illustrative quotes from operations and finance leaders.

“We retired a wall of RPA scripts that broke every release. Deskwright just looks at the screen and gets it done — month-end close went from a week to an afternoon.”
PMPriya Menon
VP Finance, Lumen Retail
“Our core system is a 20-year-old desktop app with no API. Deskwright was the first thing that could actually automate it — and the replay log keeps audit happy.”
DKDaniel Koch
Head of Ops, Meridian Insurance
“The human-approval gates sold our risk team. The agent does 95% of the keystrokes and pauses for sign-off exactly where we need it.”
SRSofia Reyes
Director of Shared Services, Atlas Health
Founder

Maharana Sarkar

Founder & CEO

Maharana is a software engineer who spent years building tool-using, reasoning agents — “an agent that can drive the same software an analyst uses, at machine speed and machine scale.” He started Deskwright on a simple conviction: the last mile of automation isn’t another API, it’s the screen itself.

FAQ

Questions, answered

How is Deskwright different from traditional RPA?

Traditional RPA relies on recorded selectors and scripts that break the moment a button moves or a field is renamed. Deskwright uses vision and reasoning to see the screen like a person, so it adapts to UI changes and works on apps that expose no automation hooks at all.

Does Deskwright need an API for the apps it automates?

No. Deskwright operates software through its real user interface — web, desktop, Citrix, or legacy mainframe terminals. If a human can use it on a screen, the agent can drive it. No integration or API access required.

What happens when a user interface changes?

Because Deskwright perceives the screen and reasons about intent rather than memorizing pixel coordinates or DOM paths, it self-heals through most UI changes automatically. When it is genuinely uncertain, it pauses and asks a human instead of failing silently.

How do you keep our data and credentials secure?

Deskwright runs inside your own VPC or on-premises environment. Credentials are scoped and stored in your secrets manager, sensitive steps require human approval, and every action is captured in a tamper-evident audit log with full session replay.

Can a human approve actions before they run?

Yes. You define approval gates on any step — for example before submitting a payment or modifying a record. The agent pauses, surfaces exactly what it intends to do, and waits for a person to approve, edit, or reject.

How long does it take to deploy a workflow?

Most teams ship their first workflow in days using a pre-built recipe or by describing the goal in plain language. There are no selectors to record or scripts to maintain, so workflows go live faster and stay live longer.

See an agent drive your software.

Bring one painful, screen-bound workflow. We’ll show you a Deskwright agent running it end-to-end — replay and approvals included.

Contact us

No credit card. Runs in your VPC. Cancel anytime.