Most AI tools wait for your instructions step by step. You type, they respond. You type again, they respond again. You are always in the driver's seat.

AI agents are different. You give them a goal, and they figure out the steps on their own. They can browse websites, gather information, create documents, compare data, and compile research without you guiding every action. The difference is not just convenience. It changes what is possible. Tasks that would take you an entire weekend of clicking around can be completed in minutes, because the agent is doing the legwork while you do something else.

This page covers the two main agent tools available right now: Manus for web research and Claude Cowork for working with your files. Both are impressive and both are still early. Expect impressive demonstrations alongside real frustrations.

How an Agent Actually Works

When you give a regular AI tool a prompt, it thinks about your words and gives you a response. One input, one output. That is the whole cycle.

An agent does something more interesting. When you give it a task, it runs through a loop: plan what to do, take an action (like visiting a website or reading a document), look at the result, then decide what to do next. It keeps running that loop until the job is done or it gets stuck.

Say you ask an agent to compare five accounting software packages for a small business. Here is what actually happens inside:

Plan. The agent reads your brief and decides on a strategy. "I need to find the top five options, visit each website, gather pricing and features, then compile everything into a comparison."

Act. It opens a browser (yes, a real browser session running in the cloud), goes to a review site, and starts reading.

Observe. It looks at what it found. "This page lists eight products. I will focus on the top five by market share."

Decide. It picks the next step. "I have pricing for three of the five. I need to visit the remaining two company websites directly."

This loop repeats until the agent has everything it needs. Then it compiles the result and hands it to you. The whole process might take five to fifteen minutes, depending on how many sources it needs to visit. You can watch it work in real time or walk away and come back to the finished output.

This is what makes agents fundamentally different from a chatbot. A chatbot answers your question. An agent does your task.

Manus: The Web Research Agent

You describe what you want done -- not a question, but a whole job -- and Manus goes off and does it. It browses websites, reads pages, compares information, writes up its findings, and delivers a finished result. No back and forth. No step-by-step guidance from you. Just a task, and then an outcome.

What Manus Can Do For You

What This Looks Like at Scale

The examples above show everyday tasks. Those are good starting points. But agents become truly powerful when you push them further.

Here is a real example of a workflow that would be impractical to do by hand.

Building a Competitive Intelligence Database

Imagine you run a consulting practice, or you work in strategy at a mid-sized company, and you need to understand what your competitors are actually doing. Not just their marketing messages, but the signals buried in their hiring patterns, their press releases, their patent filings, and their customer reviews.

Here is the kind of brief you would give Manus:

What Manus Does With This

This is not a single search. Manus breaks the job into dozens of smaller tasks and works through them methodically.

It starts by identifying the 40 companies, using industry directories, association member lists, and search results. Then it visits each company's website, reads their "about" and "services" pages, checks their careers page for open roles, searches for recent news coverage, and looks up reviews on Google and industry-specific platforms.

For each company, it builds a structured profile: what they offer, who they serve, what they are hiring for, what clients say, and any recent news. Once all 40 profiles are complete, it steps back and looks at the full set together. It identifies patterns: "Twelve of the forty firms have posted roles for technology or data specialists in the past six months. Eight have added retirement coaching to their service pages. Only three mention cryptocurrency or digital assets, down from seven a year ago."

The result is two documents. A reference database of 40 competitor profiles you can search and filter. And a pattern analysis that tells you where the industry is heading, based on what companies are actually doing rather than what they say they are doing.

Why This Matters

A task like this would take a human researcher two to three weeks of full-time work. Manus can produce a solid first draft in a few hours, at the cost of a few hundred credits. The output still needs checking, and that brings us to one of the most important parts of working with agents.

Manus Pricing and Getting Started

Manus works on a credit system -- every task consumes credits based on how complex it is and how many websites it needs to visit. Simple tasks use around 10 credits; a long, thorough research job can use 500-900. To put that in practical terms: on the Pro Standard plan (4,000 credits/month plus the daily refresh), you would get a solid handful of big research tasks per month. For most people who want to use Manus a few times a week, Pro Standard is the right starting point.

Claude Cowork: The Agent That Works With Your Files

Where Manus browses the web, Cowork connects directly to a folder on your computer. It reads your files, creates new documents, reorganises content, extracts data, and completes multi-step tasks without you guiding every action. On paid plans, it also connects to Gmail, Google Drive, and Slack, so it can work with your real environment, not just files you manually feed it.

It is available on Claude Pro (A$32/month), Max, Team, and Enterprise plans. It runs as a desktop app on Mac and Windows. You control it from your computer, or from your phone via the Dispatch feature while the desktop app runs in the background. As of March 2026, Cowork can also use your computer directly -- opening files, navigating your browser, and running tools on your behalf. This is currently in research preview and significantly expands what Cowork can do beyond file management into full desktop automation.

What Cowork Can Do For You

Cowork is a paid feature. It is included in Claude Pro (US$20/month, roughly A$32), Max, Team, and Enterprise plans. It is not available on the free tier.

Always Verify the Output

An agent that browses 40 websites and compiles 40 profiles will get things wrong. Some company websites will have been misread. Some hiring data may be outdated. A review might be attributed to the wrong firm. The pattern analysis will reflect what the agent found, which is not always the same as what is actually out there.

This is where a second AI tool comes in. After Manus delivers its research, I run the key claims through Perplexity, which is an AI-powered search engine that shows its sources. If Manus says a particular company has recently added a retirement coaching service, I will ask Perplexity to confirm that. If Manus reports that a firm is hiring data engineers, I will check whether those job listings are still live. It takes fifteen or twenty minutes to verify the most important findings, and it catches the errors that would undermine the whole exercise.

Think of it as a two-stage workflow. Manus does the broad gathering and organising, which is the part that would take you weeks. Perplexity does the targeted fact-checking, which is the part that takes minutes but keeps you honest. Together, they give you something that is both comprehensive and reliable enough to act on.

Which Agent Should I Use?

Feature	Manus	Claude Cowork
What it does	Browses the web and completes research tasks autonomously	Works with files on your computer and completes document tasks
Best for	Research, comparisons, investigations, compiling info from many websites	Organising files, creating documents, extracting data, batch processing
Access to your files	No -- works in the cloud, browses the web	Yes -- connected to a folder on your computer
Web browsing	Yes -- plans and executes its own search strategy	No -- works with local files and connected apps
Free tier	Yes -- 300 daily credits, enough to test it	No -- requires Claude Pro (A$32/month)
Reliability	Impressive when it works; occasionally unpredictable on complex tasks	More consistent; occasionally makes unexpected choices on complex jobs
Use them together	Have Manus do the web research, then point Cowork at the results to organise, extract data, or create polished documents from them.