Collect data about customer needs.

Most of the output can be produced by software today.

An agent can find, read and summarise the sources this work depends on, and it can cover far more of them than a person would ever open. What it does not do is decide which sources deserve trust, or what the findings mean for your situation.

Key facts about this work activity
How automatableMostly automatable
Kind of workResearch and retrieval work
Jobs that do it11 occupations
Tool categories that applyWeb, data and docs, Generalist agents, Builders, Models and routing
O*NET activityGetting Information (4.A.1.a.1)

What could do this work.

These are the categories of tool that address research and retrieval work, with a few live examples from our landscape. We name the category rather than promise that a specific product does your specific task, because that promise would not be true.

Web, data and docs

Turns any site into clean model-ready markdown, with crawling and extraction.
Developers
From $16/mo
Exa
Neural search API built for retrieval by machines rather than people.
Developers
Usage-based
Search and extraction API designed specifically for agent grounding.
Developers
From $30/mo
One API for scraping, crawling, parsing, schema extraction and brand intelligence.
Developers
From $25/mo
Managed cloud browsers for agents, with Stagehand for self-healing actions.
Developers
Usage-based
Open-source browser agent framework. Reports 89% on the WebVoyager benchmark.
Developers
Open source

Generalist agents

Browses, runs code and completes multi-step tasks inside the chat everyone already has.
Everyone
From $20/mo
Long-context assistant with computer use, plus Claude Code for engineering work.
Everyone
From $20/mo
Google’s assistant, with Project Mariner for browser control and deep Workspace reach.
Everyone
From $20/mo
Autonomous agent that plans and executes long tasks in its own virtual machine.
Prosumers
From $20/mo
Super-agent bundling research, calls, slides and video generation on a credit meter.
Prosumers
From $24.99/mo
Answer engine with agentic research and shopping actions.
Everyone
From $20/mo

Builders

n8n
Visual workflow automation with roughly 70 AI nodes. Self-hostable and free that way.
Technical ops
Free self-host
The default automation layer, now with Agents, Tables and Canvas bolted on.
Everyone
From $29.99/mo
Make
Visual scenario builder over 3,000-plus apps, materially cheaper than Zapier at volume.
Ops teams
From $9/mo
Build "AI employees" in plain English. Claims 5,000-plus integrations.
Non-technical
From $19.99/mo
Teams of specialised agents sold as an AI workforce, strongest in sales.
GTM teams
From $29/mo
Visual canvas for multi-agent orchestration, aimed at technical builders.
Technical ops
From $37/mo

Models and routing

One API across 200-plus models, with routing and fallback. What we build on.
Developers
Usage-based
Open-source provider abstraction over 100-plus models with load balancing.
Developers
Open source
Claude models with long context, computer use and strong tool calling.
Developers
Usage-based
GPT and Codex families plus the hosted agent and deep research surfaces.
Developers
Usage-based
Gemini models with browser control and very large context windows.
Developers
Usage-based
Groq
Ultra-low-latency inference, useful when an agent has to answer in real time.
Developers
Usage-based

Categories are matched from the kind of work, not from vendor marketing. Before committing to any of them, check that the tool can reach the system your record actually lives in. That connection, not the model, is where most of these projects stall.

Work that goes with it.

O*NET groups these under “Collect data about consumer needs or opinions”. In practice they tend to be done by the same person, in the same sitting.

Related work activities
ActivityJobs
Gather customer or product information to determine customer needs16
Obtain personal or financial information about customers or applicants12
Conduct opinion surveys or needs assessments7
Conduct market research6

Method. The activity, its taxonomy placement and the occupations that perform it come straight from the public-domain O*NET 30.3 database. The automatability band is ours: we map each of O*NET’s 41 generalized work activities to how much of its output current software can produce, assuming a person still reviews and owns the result. It is a coarse three-way judgment on purpose. A precise-looking percentage here would be invented.