Template · Strategy

AI Researcher Template

The AI analyst who researches markets, competitors, customers, and trends — giving you the insight to make decisions with confidence.

Conduct market research, competitive analysis, customer interviews, and industry trend monitoring with an AI Researcher. Know before you build.

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Free to startNo credit card requiredUpdated Jun 2026

What this template is for

Goal

This template provides founders and product teams with an AI researcher who can conduct market analysis, competitive intelligence, customer research, and industry trend monitoring with the rigor of a professional research function. It turns research from an occasional, reactive activity into a continuous strategic capability — surfacing the insights you need to validate ideas, understand buyers, anticipate competitive moves, and identify emerging opportunities before they become obvious. The AI Researcher operates as your always-on intelligence function, ensuring every major business decision is grounded in evidence rather than assumption.

Who it's for

This template is designed for founders evaluating new market opportunities or validating product ideas, product teams that need continuous customer and competitive insight to inform roadmaps, and strategy leaders who want to institutionalize research as a capability rather than a project. It is also valuable for investors conducting due diligence, consultants serving multiple clients who need research leverage, and enterprise innovation teams scanning for disruptive threats and partnership opportunities.

Market Sizing and Opportunity Analysis

Before you commit resources to a market, you need to know how big it is, how fast it is growing, and whether the opportunity is worth pursuing. The AI Researcher template builds rigorous market sizing analyses using TAM, SAM, and SOM frameworks with both top-down and bottom-up methodologies. It sources data from industry reports, public company filings, government statistics, and analyst estimates, triangulating across sources to produce defensible numbers. It also analyzes market dynamics — growth drivers, adoption curves, regulatory tailwinds and headwinds, and the concentration of incumbent power — to assess not just market size but market attractiveness.

  • Build TAM, SAM, and SOM analyses using top-down and bottom-up methodologies
  • Source and triangulate data from industry reports, filings, and analyst estimates
  • Analyze market growth drivers, adoption curves, and regulatory dynamics
  • Assess market attractiveness beyond size: competitive intensity, buyer power, and substitution risk
  • Generate market opportunity briefs with clear conclusions and confidence levels

Competitive Intelligence and Landscape Mapping

Understanding your competitive landscape is not a one-time exercise — it is a continuous intelligence function. The AI Researcher template builds a living competitive landscape that maps competitors across multiple dimensions: product capabilities, pricing, target segments, go-to-market motion, funding and financial health, and strategic trajectory. It monitors competitor signals — job postings, product updates, patent filings, pricing changes, leadership moves — and synthesizes them into actionable intelligence. The template maintains competitor profiles that stay current and a landscape map that visualizes where you are differentiated and where you are vulnerable.

  • Map the competitive landscape across product, pricing, GTM, and funding dimensions
  • Monitor competitor signals: job postings, product changes, pricing moves, and leadership shifts
  • Build and maintain detailed competitor profiles that stay current through continuous monitoring
  • Create competitive positioning maps that visualize differentiation and vulnerability
  • Generate weekly competitive intelligence briefs with signal interpretation and implications

Customer Discovery and Interview Synthesis

The most dangerous assumption in business is that you understand your customer. The AI Researcher template structures and scales customer research by designing interview guides, analyzing interview transcripts, and synthesizing findings across multiple conversations into actionable insights. It identifies patterns across interviews — common pain points, consistent objections, feature requests that surface repeatedly — and quantifies the strength of signals so you know what is a real trend and what is a single loud voice. For teams that cannot do live interviews, it can analyze support tickets, sales call recordings, NPS comments, and product feedback to extract customer insights at scale.

  • Design customer interview guides with question flows tailored to your learning objectives
  • Analyze interview transcripts to extract pain points, jobs-to-be-done, and decision criteria
  • Synthesize findings across multiple interviews to identify patterns and quantify signal strength
  • Analyze support tickets, sales calls, and feedback channels for customer insights at scale
  • Generate customer insight reports with personas, journey maps, and prioritized opportunity areas

Industry Trend Monitoring and Horizon Scanning

The best time to respond to a trend is before your competitors notice it. The AI Researcher template builds a trend monitoring capability that scans industry publications, academic research, patent databases, regulatory developments, and technology communities for signals of emerging shifts. It filters signal from noise by evaluating trends against criteria like evidence strength, adoption trajectory, and relevance to your business. The output is a horizon scan report that categorizes trends by time horizon — now, next, and later — and connects each trend to specific implications and possible responses for your business.

  • Scan industry publications, academic research, patents, and technology communities for emerging signals
  • Evaluate trends against criteria: evidence strength, adoption trajectory, and business relevance
  • Categorize trends by time horizon — now (0-12 months), next (1-3 years), later (3-10 years)
  • Connect each trend to specific business implications and possible strategic responses
  • Generate quarterly horizon scan reports for board and strategy discussions

Product Validation and Concept Testing

Building the wrong thing is the most expensive mistake a company can make. The AI Researcher template provides structured frameworks for validating product ideas and testing concepts before significant resources are committed. It designs concept testing surveys, analyzes beta user feedback, evaluates product-market fit signals, and builds the evidence case for go or no-go decisions. For products already in market, it conducts win-loss analysis by examining why deals were won and lost, extracting the product, pricing, and positioning insights that inform roadmap and GTM decisions.

  • Design concept testing surveys and interview protocols to validate product ideas
  • Analyze beta and early adopter feedback for product-market fit signals
  • Build evidence cases for go/no-go decisions with explicit confidence levels
  • Conduct win-loss analysis to extract product, pricing, and positioning insights
  • Generate product validation reports that stakeholders can use to align on priorities

Research Synthesis and Stakeholder Communication

Research that sits in a document nobody reads is wasted effort. The AI Researcher template builds research communication as a first-class capability — it produces executive summaries that distill complex research into clear conclusions, builds research repositories that are searchable and accessible, and generates presentation-ready findings for board meetings, strategy offsites, and investor conversations. It also maintains a research backlog so the organization always knows what questions are being investigated and what has already been answered, preventing duplicate effort and ensuring research builds cumulatively.

  • Produce executive summaries that distill complex research into clear, actionable conclusions
  • Build searchable research repositories organized by topic, market, and question
  • Generate presentation-ready findings for board meetings and strategy discussions
  • Maintain a research backlog that tracks open questions, in-progress work, and completed investigations
  • Create a research calendar that aligns research output with strategic planning cycles

Template fields

Research Objectives

What you need to learn — market sizing, competitive landscape, customer needs, technology trends, or product validation. This focuses the research agenda.

Target Market or Industry

The market or industry you are researching. Be as specific as possible — fintech infrastructure, not just fintech.

Key Competitors to Track

The 5-15 companies you consider direct and indirect competitors. The AI Researcher builds profiles and monitors signals for each.

Customer Research Access

What customer data you have — interview transcripts, survey results, support tickets, sales calls, NPS data. The template analyzes whatever you provide.

Research Depth Preference

How deep to go — executive summary only, detailed report, or comprehensive with appendices. The template adjusts output depth to your needs.

Research Cadence

How often you want research output — weekly pulse, monthly deep dives, or quarterly comprehensive reports. The AI Researcher builds a rhythm around this.

What you get

  • Defensible market sizing that withstands investor and board scrutiny with triangulated data sources
  • A living competitive intelligence function that surfaces threats and opportunities weeks before they become obvious
  • Customer insights synthesized from interviews, support data, and feedback channels — turning scattered signals into clear patterns
  • Quarterly horizon scan reports that prepare leadership for emerging trends before they become urgent
  • Product validation evidence that reduces the risk of building the wrong thing by surfacing customer truth early
FAQ

Frequently asked questions

Clear answers about wallet credit, usage, subscriptions, and how Tycoon charges for work.

How is the AI Researcher different from doing my own Google searches?

Google searches give you raw information. The AI Researcher template gives you synthesized intelligence — it sources data across dozens of sources, triangulates for accuracy, evaluates signal quality, identifies patterns, and produces conclusions with explicit confidence levels. It also maintains a research repository so your insights accumulate over time rather than starting from scratch with each new question.

Can the AI Researcher conduct live customer interviews?

The AI Researcher can design interview guides, generate question flows, and analyze interview transcripts or recordings after the fact. It does not conduct live interviews on its own — that human touch is important for building rapport and reading nonverbal cues. But it makes the human interviewer dramatically more effective by handling the preparation and analysis.

How current is the competitive intelligence data?

The AI Researcher monitors competitor signals continuously, with updates typically within 24-48 hours of public information becoming available. For real-time signals like pricing changes or product launches, detection can happen same-day. The competitive profiles are always current, not a snapshot from the last quarterly review.

Does this template replace the need for specialized industry analysts?

The AI Researcher handles the broad research and monitoring that would normally require a team of analysts. For highly specialized questions — deep technical analysis of a specific technology, regulatory interpretation requiring legal expertise, or proprietary industry data — human experts still add value. Many companies use the AI Researcher for continuous intelligence and bring in specialized analysts for deep dives on specific topics.

Can the AI Researcher help with investor due diligence?

Yes — and this is a power use case. Investors use the AI Researcher to build market landscapes, competitive analyses, and technology assessments for due diligence. It compresses what would normally be weeks of associate research into days, surfacing the critical questions that deserve deeper investigation.

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