Use case · Research
Check whether anyone wants it before you build it
To validate a market with AI agents, give your Brainwrite Chief of Staff the idea, the customer, and the problem it solves. It sends one bot to read public discussions where buyers describe the problem, one to check search demand and competitors, and one to look for reasons it might fail. You get evidence for and against, with sources, and decide what to test next.




I want to build a booking and reminder tool for independent dog groomers. Check whether groomers complain about no-shows and booking in public forums, how many people search for groomer booking software, which tools they use now, and the strongest reasons this might fail. Cite everything.
Your Chief of Staff put a team on it
Nova· Chief of Staff
Atlas· Customer voice researcher
Sage· Demand and competitor analyst
Dash· Skeptic
- Assumption 1, no-shows hurt: supported; 23 public posts from groomers in the past year, 6 quoted
- Assumption 2, they will pay: weak; most threads recommend free or general booking tools
- Search demand: modest volume for groomer booking terms; related questions listed (Semrush)
- Skeptic: three established salon tools already offer reminders; differentiation unclear
DoneWhether the evidence is strong enough to keep going waits for you. Nothing was sent.

Market validation: done. Nothing sent.
- 1Assumption 1, no-shows hurt: supported; 23 public posts from groomers in the past year, 6 quoted
- 2Assumption 2, they will pay: weak; most threads recommend free or general booking tools
- 3Search demand: modest volume for groomer booking terms; related questions listed (Semrush)
The job
Doing it yourself, and handing it off.
Doing it yourself
Most ideas are validated by asking friends, who are kind, or by building first and hoping. Real evidence is out there: people complaining about the problem on forums, search volume for the words they use, competitors who tried and pivoted. Gathering it takes days of reading, and it is tempting to stop at the first post that agrees with you. The evidence against the idea is the part that rarely gets collected.
What the team does
- Break the idea into assumptions you can check
- Find public posts where buyers describe the problem, with links and dates
- Check search demand and related questions for the terms buyers use
- List competitors and alternatives, and the strongest case against the idea
What waits for you
- Whether the evidence is strong enough to keep going
- Which test to run next and how much to spend on it
- Anything that involves contacting people or paying for data
The team
Who's on it.
Your Chief of Staff picks the specialists the job needs. Each has its own role, instructions, model, and app access.
NovaIllustrated exampleChief of Staff
Turns the idea into testable assumptions and writes the final evidence summary.
AtlasIllustrated exampleCustomer voice researcher
Reads public discussions, such as Reddit threads, for people describing the problem in their own words, with links.
SageIllustrated exampleDemand and competitor analyst
Checks keyword volume and related questions in Semrush and reads competitor pages in its built-in browser.
DashIllustrated exampleSkeptic
Looks for reasons the idea could fail, such as weak demand, strong free alternatives, or a buyer who cannot pay.
How it runs
A run, step by step.
- 01
State the idea as assumptions
Tell the Chief who has the problem, how often, what they do today, and what they would pay.
- 02
Split the research
The Chief delegates each assumption to the right bot. Each returns evidence with links.
- 03
Weigh both sides
The skeptic's findings sit next to the supporting evidence, not in a footnote.
- 04
Pick the next test
Read the summary and choose the cheapest next test, such as interviews, a landing page, or a pre-sale.
Start faster
Ready-made teams for this job.
Add a team from the library in one click. You see a preview first; routines arrive paused and connected apps stay off until you approve them.
What you'll connect
Apps this job uses.

Reddit
Search subreddits you approve, read threads and rules, and list qualified leads. Posts and comments wait for you.

Semrush
Pull Semrush keyword, competitor, and backlink data into an SEO plan. Uses your Semrush API units.

Google Sheets
Bots read and write Google Sheets, append and upsert rows, and add charts to trackers and reports.

Notion
Bots search Notion, read and write pages, query databases, and add or update rows and comments.
FAQ
Questions about Market validation
Can AI really validate a business idea?
It can gather evidence quickly: public complaints about the problem, search demand, competitors, and reasons the idea might fail. That is not the same as customers paying. Use the summary to decide which real-world test to run next, such as interviews, a landing page, or a pre-sale.
Where does the evidence come from?
From public sources the bots read in their built-in browsers and from apps you connect, such as Reddit for discussions and Semrush for keyword data. Every claim comes with a link. Semrush uses your own Semrush account and API units, and the bot can check how many units remain.
How do I stop it from just agreeing with me?
Give one bot the explicit job of arguing against the idea, and ask the Chief to show its findings next to the supporting evidence. You can run the skeptic on a different model from the others, and save the rule in memory so every validation includes the case against.
Built on
Features this job relies on.
Chief of Staff
One bot takes your request, hands focused tasks to specialists, and returns a single summary.
Built-in browser
A browser tab bots use for web work, which you can watch and take over for sign-ins and MFA.
Threads and groups
Up to three independent threads per bot, plus group chats where several bots share one brief.
Memory
Plain-text memory per bot that you can read, fix and delete. No hidden profile.
Give your first job to Brainwrite.
Download the app, connect the AI you already pay for, and tell your Chief of Staff what needs doing.
macOS today. Windows and Linux are coming soon.







