AI Research Assistant for Market Research: Competitive Intelligence at Scale

Market research takes time. A single competitive analysis report -- profiling five competitors across pricing, features, positioning, and customer reviews -- takes 8-12 hours when done manually. A market sizing exercise takes even longer. Most teams skip thorough research or outsource it at $5,000-$15,000 per report.

An AI research assistant changes this equation. A multi-agent squad produces finished market research deliverables in 3-5 minutes for under $0.10 per task. This guide covers specific workflows for the three most common market research tasks, agent configurations you can copy, and real cost data.

Related: AI Research Agent: How to Build One · Best Research Automation Tools 2026 · AI Research Assistant for Academic Researchers

Why Market Research Benefits Most from AI Assistants

Market research is ideal for AI automation because it follows repeatable patterns:

1. Structured data gathering -- pricing pages, feature lists, review scores, funding data
2. Cross-referencing -- comparing multiple sources to verify claims
3. Synthesis -- pulling findings into tables, summaries, and recommendations
4. Regular updates -- markets change monthly, so research needs refreshing

These patterns map directly to multi-agent workflows where each agent handles one phase.

The Market Research Squad

A market research squad needs four agents:

Agent	Model	Role
Market Researcher	Claude Sonnet 4	Gathers data on markets, competitors, and trends
Data Analyst	GPT-4o	Cross-references data, calculates market sizing
Report Writer	Claude Sonnet 4	Produces formatted research deliverables
Quality Reviewer	GPT-4o-mini	Verifies accuracy and flags gaps

Set this up once, reuse for every market research task. Create your squad on Ivern AI.

Workflow 1: Competitive Analysis

The most requested market research task. This workflow profiles competitors and compares them head-to-head.

Agent Instructions

Market Researcher:

Role: Competitive Intelligence Researcher
Instructions:
  Research the following companies: [competitor list].
  For each company, gather:
  - Pricing (all tiers, annual vs monthly, per-seat costs)
  - Core features (top 10) and differentiators
  - Target customer profile (company size, industry, geography)
  - Funding history and company size
  - G2 and Capterra ratings (overall + recent reviews)
  - Recent news (last 6 months: launches, layoffs, partnerships)
  - Key weaknesses mentioned in negative reviews
  Output: Structured company profiles with sourced data points

Data Analyst:

Role: Market Data Analyst
Instructions:
  Given competitor profiles:
  - Create a feature comparison matrix
  - Calculate relative pricing per feature
  - Identify positioning gaps (features offered by few competitors)
  - Rank competitors by value score (features per dollar)
  - Identify market segments each competitor serves best
  - Flag any data points that conflict across sources
  Output: Comparison tables and positioning analysis

Report Writer:

Role: Market Research Writer
Instructions:
  Given competitor profiles and analysis:
  - Write a competitive landscape overview
  - Include a feature comparison table
  - Add a pricing comparison table
  - Write a positioning map description
  - Identify the top 3 competitive gaps
  - Recommend a differentiation strategy
  Output: Formatted competitive analysis report, 1500-2000 words

Sample Output

Feed the squad: "Research the top 5 project management tools for agencies: Monday.com, Asana, ClickUp, Notion, and Basecamp."

In 3-5 minutes you receive a complete report with:

• Feature matrix comparing all 5 tools across 15 criteria
• Pricing table with per-seat costs at 10, 25, and 50 seats
• Positioning analysis showing where each tool excels
• Three identified gaps in the market
• Recommended strategy for an agency evaluating these tools

Cost: Approximately $0.06-$0.10 per competitive analysis (4 agents, Claude Sonnet 4 + GPT-4o).

Workflow 2: Market Sizing

Estimating total addressable market (TAM), serviceable addressable market (SAM), and serviceable obtainable market (SOM).

Agent Instructions

Market Researcher:

Role: Market Sizing Researcher
Instructions:
  Research the market for [product/service] in [geography/segment].
  Gather:
  - Industry reports citing market size (cite specific reports with values)
  - Growth rates and projections (CAGR from multiple sources)
  - Number of potential customers (by company size, industry)
  - Average contract values or pricing benchmarks
  - Market share of top 5 players
  - Barriers to entry and regulatory factors
  Output: Structured data brief with all sourced figures

Data Analyst:

Role: Market Sizing Analyst
Instructions:
  Given market data:
  - Calculate TAM using top-down approach (industry reports)
  - Calculate TAM using bottom-up approach (customers × ACV)
  - Calculate SAM (relevant segment)
  - Calculate SOM (realistic capture given competition)
  - Note discrepancies between data sources
  - Assign confidence level to each calculation
  Output: Market sizing model with methodology notes

Report Writer:

Role: Market Research Writer
Instructions:
  Given market sizing data:
  - Write an executive summary with key numbers
  - Present TAM/SAM/SOM with methodology
  - Include growth projections with source citations
  - Add competitive landscape context
  - Note assumptions and limitations
  Output: Market sizing brief, 800-1200 words

Cost: $0.05-$0.08 per market sizing exercise.

Workflow 3: Customer Insight Research

Understanding what customers say about a product category across review sites, forums, and social media.

Agent Instructions

Market Researcher:

Role: Customer Voice Researcher
Instructions:
  Research customer sentiment for [product category].
  Gather:
  - Top complaints from G2, Capterra, Trustpilot, Reddit
  - Most-praised features across review sites
  - Common switching triggers (why people leave competitors)
  - Feature requests mentioned most frequently
  - Price sensitivity signals (what people say about pricing)
  - Demographics of reviewers (role, company size, industry)
  Output: Themed insight brief with representative quotes

Data Analyst:

Role: Customer Insight Analyst
Instructions:
  Given customer voice data:
  - Cluster complaints into themes (rank by frequency)
  - Cluster positive feedback into themes
  - Identify the gap: what people want but no tool provides
  - Segment insights by customer type (SMB, mid-market, enterprise)
  - Rank pain points by intensity (language used in complaints)
  Output: Prioritized insight themes with frequency data

Cost: $0.04-$0.07 per customer insight report.

Scheduling Recurring Research

Market research loses value fast. Competitor pricing changes quarterly. New entrants emerge. Customer sentiment shifts.

Set your research squad to run on a schedule:

• Weekly competitor monitoring -- Every Monday, check for pricing changes, new features, and news
• Monthly market sizing refresh -- Update TAM/SAM/SOM with latest data
• Quarterly customer sentiment audit -- Track shifts in review scores and complaint themes

Each recurring task costs $0.03-$0.10. You spend $0.50-$2.00/month keeping your market intelligence current.

Cost Comparison

Approach	Cost per Report	Time	Quality
AI research squad (BYOK)	$0.05-$0.10	3-5 min	Strong (verify numbers)
Manual research	$0 (staff time)	8-12 hours	Expert-level
Outsourced to agency	$5,000-$15,000	2-4 weeks	Variable
ChatGPT manual prompts	$20/month	2-3 hours	Inconsistent

The AI squad does not replace strategic analysis. It replaces the data gathering and synthesis that consumes 80% of research time. Your team focuses on interpreting findings and making decisions.

Getting Started

1. Sign up at Ivern AI -- free tier includes 15 tasks
2. Create a market research squad with the 4-agent configuration above
3. Run a competitive analysis on your top 5 competitors
4. Review the output, refine agent instructions based on your industry
5. Save the squad and reuse for every research need

Market research should not take days. With an AI research assistant, it takes minutes.

Related guides: How to Build an AI Research Agent · AI Research Assistant Tools · How to Automate Research with AI Agents · BYOK AI Platforms Guide