3 “Agent” Prompts + Examples You Can Copy
Stop chatting with AI. Start briefing it.
If you’ve been “having a conversation” with AI like it’s a wise friend over coffee, that’s charming. But it’s also why you keep getting answers that feel like a motivational poster wearing a blazer.
You know the vibe:
“The market is growing rapidly.”
“Competition is increasing.”
“Focus on differentiation.”
Wow. Incredible. I feel inspired… and also still unable to choose a niche, price an offer, or explain what I sell without using the phrase “value-driven solutions.”
This article fixes that.
You’re going to get three ‘agent’ prompts that behave like a small research team. Each one has a job. Each one produces a specific output. And I’ll show you when to use each, how to tighten the scope so you don’t get generic fluff, plus common mistakes that turn AI into the world’s most polite nonsense machine.
Open these resources as you go:
Homepage hub: https://aivillereview.com/
Full workflow (how to get paid doing this): https://aivillereview.com/ai-market-research-how-to-get-paid/
Workshop training (watch it done live): https://aivillereview.com/workshop/
Stop Chatting With AI. Start Briefing It.
Why “friendly chatting” creates generic fluff
AI is great at being agreeable. If you ask vague questions, it will respond with vague confidence. It’s like asking a stranger, “What should I do with my life?” and they say, “Follow your passion.”
Technically correct. Practically… we are now both unemployed.
Market research requires:
a clear scope
a clear decision goal
clear constraints
a required output format
If you don’t provide those, AI defaults to safe generalities. That’s not AI being “bad.” That’s you handing it an assignment that says: “Please guess what I mean and also don’t offend me.”
What a real brief includes (the 60-second version)
A real brief answers these:
What decision are we making?
What market and what buyer?
What geography and business model?
What constraints matter? (budget, time, skills, channels)
What output format do we want? (tables, scorecard, summary, next actions)
Once you provide that, AI stops being a chat buddy and starts behaving like an analyst who’s afraid you’ll forward its work to an investor.
The shortcut: 3 reusable “agent” prompts
Here’s the three-agent setup:
Market Intel Agent: “Is this market worth entering?”
Competitive Intel Agent: “Who am I up against and where is the gap?”
Idea Validation Agent: “Go, no-go, or pivot and why?”
If you’re building offers or selling market research as a service, this trio is your “I can deliver a clean report by dinner” system.
Quick Navigation and Resources
Start here: https://aivillereview.com/
Step-by-step workflow: https://aivillereview.com/ai-market-research-how-to-get-paid/
Workshop training: https://aivillereview.com/workshop/
The Briefing Framework (Use This Before Any Prompt)
This is the part that turns AI output from “nice” into “useful.”
Step 1: Define the decision
Write one sentence:
“This research will help decide: __________.”
Examples:
Should I launch this offer in the next 30 days?
Which niche should I start with first?
What price range is realistic?
What entry wedge is easiest?
Step 2: Define the scope
Fill in:
Market/industry
Buyer
Geography
Business model
Price range
Step 3: Define constraints
Examples:
I have 10 hours/week
I have $500 budget
I can’t run paid ads yet
I need to sell in English-speaking countries
Constraints are where vague dreams become real plans. Without them, AI gives you advice meant for someone with unlimited time, money, and emotional stability. (So… not us.)
Step 4: Define output format
Tell AI what to produce:
Executive summary
tables
competitor matrix
scorecard
assumptions + unknowns
next actions
Step 5: Define “good”
Example:
“A good report includes 3–5 trends, 3 buyer segments, a competitor matrix, and 3 next actions I can do this week.”
When to Use Each “Agent” Prompt (Cheat Sheet)
Market Intel Agent
Use when you’re asking:
Is there demand?
Who pays?
What are trends and risks?
What’s the rough size of opportunity?
Competitive Intel Agent
Use when you’re asking:
Who already wins here?
What do buyers complain about?
What gaps exist?
What positioning could win?
Idea Validation Agent
Use when you’re asking:
Should I do this at all?
What assumptions must be tested first?
What would make it fail?
What’s the fastest next test?
If you’ve been using one mega prompt for everything, that’s like using one kitchen knife for cooking, shaving, and home repairs. You can, but your loved ones will stage an intervention.
Prompt #1: Market Intelligence Agent (Copy/Paste)
When to use it
Use this first when you’re evaluating a new niche, offer, or service idea.
What it’s best at
It gives you:
market overview
buyer segments
trend + risk map
TAM/SAM/SOM style logic (with assumptions)
opportunities and entry wedge
Copy/paste prompt
MARKET INTEL AGENT PROMPT
You are a world-class market research analyst who has provided strategic intelligence for Fortune 500 companies and venture capital firms. Deliver a comprehensive market research report that supports a real business decision.
Decision this research supports: [write the decision in one sentence].
Scope:
Market/industry: [ ]
Geographic focus: [ ]
Target buyer: [ ]
Business model: [ ]
Price range: [ ]
Deliver a polished report with:
Executive summary (1 page)
Industry overview: definition, current state, 3–5 key trends
Market size: TAM/SAM/SOM with assumptions and ranges (conservative/base/aggressive)
Customer analysis: segments, pain points, buying triggers, willingness-to-pay signals
Competitive landscape overview: main categories of competitors
Barriers and risks
Opportunities and recommended entry wedge
Next 3 actions to validate quickly
Methodology notes and key assumptions (explicit)
Be concise, avoid generic statements, and flag unknowns.
Example scope (safe niche)
Decision: “Should I launch AI market research reports as a service?”
Scope: US/Canada, founders + creators, freelance packages $99–$399.
Sample output preview (what “good” looks like)
You want to see sections like:
Buyer segments (founders, marketers, creators, ecommerce)
Triggers (“need proof before ads,” “investor deck,” “niche selection”)
Where they already spend (Upwork, Fiverr, agencies, tools)
Risks (AI hallucinated numbers, credibility gap, commoditization)
Entry wedge (specialize: local businesses, ecommerce, SaaS, etc.)
If your output looks like a Wikipedia summary, tighten scope and force format.
Prompt #2: Competitive Intelligence Agent (Copy/Paste)
When to use it
Use this after you have a market direction and want to see:
how people buy today
who dominates
how to position differently
Copy/paste prompt
COMPETITIVE INTEL AGENT PROMPT
You are an elite competitive intelligence specialist. Build a battle-ready competitor analysis that shows exactly who we’re up against and how to win.
Decision this research supports: [decision].
Scope:
Market/industry: [ ]
Target buyer: [ ]
Geography: [ ]
Offer: [what we sell in one sentence]
Price range: [ ]
Deliver:
Competitive set (direct, indirect, future entrants, substitutes)
Top competitor profiles (at least 7): positioning, pricing, channels, strengths, weaknesses
A competitor matrix (table): Competitor | Buyer | Promise | Price | Weakness (from complaints)
Customer perception patterns: top praises, top complaints, switching triggers
“White space” opportunities: 3 entry angles with pros/cons
Recommended positioning statement (one paragraph)
Next 3 moves we should make
Avoid vague claims. Use evidence-style reasoning and list assumptions.
Sample output preview
A good output includes:
“Most competitors sell templates, not decisions”
“Most complaints: too generic, slow delivery, unclear sources”
“Positioning wedge: ‘decision-grade report in 24 hours’ for X niche”
If it doesn’t give you a wedge, ask:
“Give 3 different wedges and rank them.”
Prompt #3: Business Idea Validation Agent (Copy/Paste)
When to use it
Use this last, when you want the “judge” to say:
go/no-go
what must be tested first
what risks matter most
Copy/paste prompt
IDEA VALIDATION AGENT PROMPT
You are a senior business analyst specializing in validating ideas before time and money are wasted. Deliver a comprehensive validation report that ends with a go/no-go recommendation and next steps.
Business idea (one sentence): [ ]
Target buyer: [ ]
Geography: [ ]
Business model: [ ]
Target price: [ ]
Constraints: [time, budget, skills]
Decision: [what we must decide today]
Deliver:
Problem validation: urgency, frequency, current alternatives, willingness-to-pay signals
Solution validation: differentiation, feasibility, expected outcomes
Market validation: size, growth, competition intensity, barriers
Customer and reach validation: where buyers are, reachability, CAC risk
Business model validation: pricing realism, delivery cost/time, margin risk
Risk assessment: top 5 risks + mitigations
Go/No-Go scorecard (1–5): demand, budget, competition, differentiation, reachability, feasibility, profit potential
Overall recommendation: Go / No-Go / Go with constraints
Next 7-day validation sprint (step-by-step)
Be direct, avoid generic advice, and make assumptions explicit.
One Idea, Three Agents (How They Work Together)
Let’s run one safe example through all three “agents”:
Example idea:
“I will deliver a market research report + competitor snapshot for new ecommerce product ideas, delivered in 48 hours.”
What Market Intel should reveal
ecommerce sellers already pay for product research tools
pain triggers: “I’m not sure this will sell,” “I need proof before inventory”
risk: a lot of tools exist, so you need a wedge (speed, clarity, or niche)
What Competitive Intel should reveal
main competitor types: tools, templates, freelancers, agencies
buyer complaints: generic results, too much data, no decision
your wedge: “decision-ready report” with a single recommendation and next actions
What Idea Validation should decide
Go with constraints: choose one ecommerce category first
tighten deliverables: don’t promise “everything,” promise a clear decision
test: sell 3 pilots, collect reviews, refine template
How to Customize Scope Without Breaking the Prompt
Narrow the market (the fastest improvement)
Pick one:
niche (dentists vs “small business”)
channel (Amazon sellers vs “ecommerce”)
geography (US only)
buyer stage (pre-launch founders)
Narrow the offer
Pick one:
“market + competition only”
“go/no-go scorecard”
“customer personas + ad angles”
Don’t sell “everything.” Sell “decision clarity.”
Add constraints
Constraints create realism:
“No paid ads”
“10 hours/week”
“must deliver in 48 hours”
Force hard outputs
Add these lines:
“Provide a table.”
“Provide a scorecard.”
“List assumptions.”
“List unknowns and how to verify.”
Common Mistakes That Cause Generic Fluff (And Fixes)
No decision goal
Fix: one sentence decision.
Too broad scope
Fix: niche + geography.
No constraints
Fix: time/budget/channel.
No method demanded
Fix: ranges + assumptions.
No verification mindset
Fix: ask for unknowns + confidence.
Deliverable Templates Readers Can Copy (Client-Ready)
If you’re doing this for clients, here’s a simple “report skeleton” that makes you look like you own a fancy clipboard.
1-Page Executive Summary Template
What you asked
What we found (3 bullets)
What it means (2 bullets)
Recommendation (Go / No-Go / Go with constraints)
Next 3 actions
Competitor Matrix Template
Competitor | Buyer | Promise | Price range | Weakness | Your wedge
Go/No-Go Scorecard Template
Demand (1–5)
Buyer budget (1–5)
Competition intensity (1–5)
Differentiation (1–5)
Reachability (1–5)
Feasibility (1–5)
Profit potential (1–5)
Total /35:
28+ = Go
20–27 = Go with constraints
<20 = No-Go
Final Thoughts: Briefing Beats Chatting
The advantage isn’t that you can ask AI questions.
The advantage is that you can brief AI like a team and produce the kind of output that helps someone make a decision.
If you want the full “how to get paid doing this” workflow, read:
https://aivillereview.com/ai-market-research-how-to-get-paid/
If you want to watch the training in action, go here:
https://aivillereview.com/workshop/
And for the hub of everything:
https://aivillereview.com/
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