Automating Market Research with Exa & Firecrawl
Building a custom research agent to track competitor pricing and feature changes in real-time.
Outcome Snapshot
Deployed a 'custom research agent for sales teams' using Exa and Firecrawl. This 'exa firecrawl automation agency' project allows the client to query the web semantically and get structured data back instantly.
The Challenge: The Impossible Task of Manual Tracking
In the hyper-competitive fintech space, pricing and features change weekly. Our client needed to track 50+ global competitors. A team of 3 analysts spent 400 hours/month manually visiting websites, taking screenshots, and updating a massive spreadsheet.
The data was stale by the time it was recorded. They needed market research automation tools that worked in real-time.
The Solution: The 'Deep Search' Agent
We built a custom research agent for sales teams using a cutting-edge AI stack designed for semantic understanding of the web.
The Tech Stack
- Exa.ai (formerly Metaphor): Unlike Google, Exa understands meaning. We use it to find "pricing pages of B2B fintech companies in Southeast Asia."
- Firecrawl: We use Firecrawl to turn complex, JavaScript-heavy websites into clean Markdown that LLMs can read.
- OpenAI GPT-4o: The reasoning engine that extracts structured data (Pricing Tiers, Feature Lists, API Limits) from the raw text.
- Airtable Interface: The frontend where the strategy team views the insights.
How It Works
1. Cron Job triggers every Monday at 9 AM.
2. Exa searches for "competitor_name pricing".
3. Firecrawl scrapes the top result.
4. GPT-4 compares new data vs. last week's data.
5. IF (Change_Detected) -> Send Slack Alert to Strategy Team.
The Impact
As a specialized exa firecrawl automation agency, we delivered a system that provides:
- Real-time Intelligence: Alerts within minutes of a competitor changing their pricing.
- Structured Data: No more messy spreadsheets; clean, queryable JSON data.
- Strategic Advantage: The team now spends 100% of their time analyzing strategy, not collecting data.