How to Build an AI Research Agent That Gathers Data Automatically (2026 Tutorial)

Manual research is the most time-consuming part of any analyst or strategist's job. You open 20 tabs, read pricing pages, copy data into spreadsheets, and repeat it all next week.

This tutorial shows how to build an AI research agent that does this automatically -- on a schedule, with structured output, for about $0.03 per research run.

What You'll Build

An AI research agent that:

• Researches specific topics on demand
• Produces structured reports (tables, bullet points, recommendations)
• Can run on a weekly schedule automatically
• Costs $0.02-0.05 per research task

Prerequisites

• A free Ivern Squads account
• An Anthropic API key ($5 minimum credit -- covers 100+ research tasks)

Total setup time: 5 minutes.

Step 1: Create a Research Squad

1. Sign in to Ivern
2. Click Create Squad → name it "Research Team"
3. Add one agent:
   • Name: Research Analyst
   • Role: Researcher
   • Model: Claude Sonnet 4
   • Connection: Your Anthropic API key (BYOK)

That's it. One well-configured research agent is more effective than multiple poorly configured ones.

Step 2: Write the Research Prompt

The key to good AI research is specific prompts. Here's a template:

Competitor Research Template

Research the following companies in the [INDUSTRY] space:
1. [Company A]
2. [Company B]
3. [Company C]

For each company, provide:
- Pricing: List all tiers with exact prices
- Key features: Top 5 features that differentiate them
- Target audience: Who they serve (SMB, enterprise, developers, etc.)
- Recent changes: Any announcements in the last 90 days
- Weakness: One area where they underperform

Format as a comparison table followed by bullet-point analysis.
End with 3 actionable recommendations for our strategy.

Market Research Template

Research the current state of [TOPIC] in 2026:

1. Market size and growth rate
2. Top 5 players and their market share estimates
3. Key trends shaping the industry
4. Common pain points reported by customers
5. Emerging technologies or approaches

Format: Executive summary (3 paragraphs) + detailed findings with data points.

Customer Research Template

Analyze customer sentiment for [PRODUCT CATEGORY]:

1. Search for recent reviews on G2, Capterra, Reddit, and Twitter
2. Identify the top 5 complaints across all platforms
3. Identify the top 5 praised features
4. Calculate an approximate satisfaction score
5. Compare satisfaction across the top 3 products

Format: Sentiment overview + complaint/praise tables + recommendations.

Step 3: Run Your First Research Task

From the Research Team squad, click New Task and paste one of the templates above with your specifics filled in.

Example: We ran this with the competitor template analyzing AI agent platforms:

• Input: "Research Ivern, CrewAI, AutoGen, LangGraph, and Fixpoint in the AI agent orchestration space"
• Output: 1,200-word structured report with comparison table
• Time: 45 seconds
• Cost: $0.04

Step 4: Set Up Recurring Research (Optional)

For ongoing monitoring, create a recurring task with the same prompt. The agent runs it on schedule and you get fresh data weekly.

Weekly competitor monitoring prompt:

This is your weekly competitive intelligence update for [COMPANY LIST].

Compare to last week's baseline:
- Any pricing changes?
- New feature launches?
- Blog posts or announcements?
- Hiring signals (new job postings)?
- Social media highlights?

If nothing changed for a competitor, note "No changes detected."

Flag anything that requires immediate attention with [URGENT].

Cost: $0.02-0.04 per weekly run = $1-2/year for weekly competitive monitoring.

Real Example: Weekly Competitor Report

We set up the Research Analyst to monitor 5 AI agent platforms every Monday. Here's the output from a typical run:

Output Format

Company	Changes This Week	Priority
CrewAI	New CrewAI+ pricing tier ($25/mo)	[URGENT]
AutoGen	No changes	--
LangGraph	New LangGraph Cloud beta	Monitor
Fixpoint	Blog post on agent safety	Low
Ivern	(our baseline)	--

Action items from this report:

1. Update our comparison page -- CrewAI now has a paid tier at $25/mo
2. Monitor LangGraph Cloud -- potential competitor move to hosted platform

This kind of intelligence takes 2-3 hours to compile manually. The AI agent does it in 30 seconds.

Comparing Research Approaches

Approach	Time	Cost	Frequency	Depth
Manual Google research	2-4 hours	$100-200 (labor)	Monthly	High
Hiring a research firm	2-4 weeks	$5,000-20,000	Quarterly	Very high
Perplexity Pro search	10 min	$20/month	Ad hoc	Medium
AI research agent (Ivern)	30 seconds	$0.03-0.05	Weekly	Medium-high

Tips for Better AI Research

1. Be Specific About Sources

"Research based on official websites, G2 reviews, LinkedIn company pages, and GitHub repositories."

This grounds the agent in real data instead of speculation.

2. Ask for Structured Output

"Format as a markdown table with columns: Feature, Product A, Product B, Product C."

Structured output is easier to use in reports and presentations.

3. Request Confidence Levels

"For each data point, note your confidence: [CONFIRMED] if from an official source, [ESTIMATED] if calculated, [UNCERTAIN] if based on indirect evidence."

This helps you know which data points need manual verification.

4. Include Your Product Context

"We are [YOUR PRODUCT]. Identify advantages we have and threats we should address."

The agent can provide strategic recommendations when it knows your positioning.

Frequently Asked Questions

How accurate is AI research?

AI research is accurate for publicly available, well-documented information (pricing, features, announcements). It's less reliable for private data, market share estimates, or sentiment analysis. Always verify critical decisions with manual research.

Can the AI agent browse the web?

Claude and GPT-4o have knowledge cutoffs. For the most current data, provide the agent with recent context in your prompt (e.g., paste relevant text from a competitor's website). A web-browsing agent capability is on the Ivern roadmap.

How much does this cost?

$0.02-0.05 per research task with Claude Sonnet 4 via BYOK. A weekly monitoring schedule costs $1-2/year. See our cost breakdown.

Can I share the research with my team?

Yes. The output is a formatted document you can copy, export, or share. For team access, each member can have their own Ivern account with shared squad templates.

How is this different from Perplexity?

Perplexity answers individual questions. An AI research agent produces a structured, recurring deliverable -- a complete report you can share with stakeholders. It's the difference between a search engine and a research assistant.

Get Started

1. Sign up at ivern.ai/signup -- free
2. Add your Anthropic API key (BYOK, zero markup)
3. Create a "Research Team" squad with a Researcher agent
4. Run your first competitive research task

Your first 15 tasks are free. Each research task costs roughly $0.03-0.05 after that.

Build your AI research agent →

Related: AI Research Assistant Tools · AI Agent Competitor Analysis · How to Automate Research with AI · Multi-Agent AI Pipeline · AI Agent Workflows · BYOK Guide · Compare AI Tools