Introducing the Pendless White Paper

For decades, automation lived behind locked doors. Giant RPA suites. Heavy infrastructure. Builders. Mappers. Scripts. A small army to maintain the small army of bots. And while companies talked about the future, most teams were still stuck doing the same repetitive browser work they did ten years ago.

Pendless was built to change that.

We created a platform that turns the browser itself into a workspace you can prompt with plain English. No integrations. No builders. No maintenance overhead. Just tell Pendless what you want done and it does it with precision, speed, and reliability.

Our new white paper pulls back the curtain on the architecture that makes all this possible,  and why the future of desktop automation starts in the browser, not in a server farm.

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Why We Built Pendless

Every organization says they want more automation. Almost none have the budget, time, or appetite for the complexity that comes with traditional RPA. And while modern AI tools are impressive on stage, they break the moment they hit a dynamic website, a legacy portal, or an app with a few moving parts.

Teams are drowning in repetitive tasks. Forms. Portals. Uploads. Data entry. Reporting. The work nobody wants to do and everyone is forced to do.

Pendless takes that work off your plate.

Our white paper explains how we designed a system that behaves like a reliable robot when instructions are clear and becomes adaptive when the environment is uncertain. This hybrid approach gives you the accuracy of RPA with the intelligence of modern AI.

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Inside the Pendless Engine

The white paper walks through the architecture that makes Pendless different:

• A Chrome side panel where users chat, queue tasks, and work naturally.

• An Automation Engine that lives inside the page and understands the DOM.

• A server that deals with the AI and stabilizes instructions and ensures predictable output.

• An API that lets developers enqueue tasks without writing a single script.

  
  

Instead of forcing companies to build around automation, Pendless molds automation around the way people already work.

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Benchmarks That Speak for Themselves

We recently ran a head-to-head benchmark against Perplexity’s Comet Browser Agent. Same prompts. Same websites. Same conditions.

Pendless outperformed Comet across every metric.

Faster execution. Higher precision. Higher recall. Lower error rates. Not theoretical performance. Not staged demos. Real tasks, end to end.

The white paper breaks down exactly why — and how our robotic orientation allows us to deliver repeatable, deterministic results even as the web keeps changing.

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What You Can Do with Pendless

Any workflow that happens in a browser becomes programmable:

• Reading data.

• Filling, updating, and validating forms.

• Multi-step read-and-write sequences.

• Automating dashboards and web apps.

• Connecting Pendless to your systems through our enqueueing API.

  
  

Pendless is just getting started. The future roadmap includes image and PDF support, additional middleware triggers, and full desktop expansion. Each step stays anchored to one principle: automation should free humans for meaningful work.

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Download the Pendless White Paper

If you want the complete story — the architecture, the insights, the benchmark data, the future roadmap — it’s all inside the white paper.

This is the blueprint behind Pendless.

This is where browser automation evolves.

This is how you automate the monotony.

Download the Pendless White Paper and free humans for human work. 

Prefer to listen? Check out our podcast episode where we break down the white paper and its key ideas.