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Try it yourselfHow do I perform market research with AI
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How do I perform market research with AI
Quick, actionable workflow to do market research with AI:
- Define objective and KPIs (who, what, timeframe, decisions you’ll make).
- Gather sources: product reviews, social posts, forums, competitor sites, Google Trends, public datasets, paid panels or surveys.
- Ingest and clean: scrape or export data (CSV/JSON), remove duplicates, normalize fields.
- Use AI for processing:
- Create embeddings (OpenAI/other) + vector DB for semantic search across text.
- Run topic modeling / clustering (LDA or k-means) to find themes.
- Use LLM to summarize clusters and extract pain points, desired features, and sentiment.
- Do competitor feature/price matrix and gap analysis with LLM prompts.
- Validate: run a short targeted survey or quick interviews to confirm AI-derived hypotheses.
- Deliverables: 1-page insight summary, prioritized opportunities, buyer personas, recommended next tests (MVP, pricing, messaging).
Tools: GPT (summaries, prompts), LangChain, Pinecone/Weaviate, pandas, scikit-learn, Scrapy/Zapier, Google Trends.
Want an example prompt or a template for summarizing reviews into pain points and feature requests?
Claude 4.5 HaikuHow do I perform market research with AI
Quick, actionable workflow to do market research with AI:
- Define objective and KPIs (who, what, timeframe, decisions you’ll make).
- Gather sources: product reviews, social posts, forums, competitor sites, Google Trends, public datasets, paid panels or surveys.
- Ingest and clean: scrape or export data (CSV/JSON), remove duplicates, normalize fields.
- Use AI for processing:
- Create embeddings (OpenAI/other) + vector DB for semantic search across text.
- Run topic modeling / clustering (LDA or k-means) to find themes.
- Use LLM to summarize clusters and extract pain points, desired features, and sentiment.
- Do competitor feature/price matrix and gap analysis with LLM prompts.
- Validate: run a short targeted survey or quick interviews to confirm AI-derived hypotheses.
- Deliverables: 1-page insight summary, prioritized opportunities, buyer personas, recommended next tests (MVP, pricing, messaging).
Tools: GPT (summaries, prompts), LangChain, Pinecone/Weaviate, pandas, scikit-learn, Scrapy/Zapier, Google Trends.
Want an example prompt or a template for summarizing reviews into pain points and feature requests?
DeepSeek V3.2How do I perform market research with AI