A market intelligence platform that tracks 50+ AI SaaS products with automated competitor analysis, pricing monitoring, and cross-source sentiment aggregation. Built to support data-driven content strategy and product comparison research.
- Competitor Tracking: Automated monitoring of 50+ AI SaaS product pages for pricing changes, feature updates, and positioning shifts
- Sentiment Aggregation: Cross-reference reviews from G2, Trustpilot, and Reddit to produce weighted sentiment scores
- Trend Detection: Identify emerging categories, rising competitors, and shifting market dynamics
- Automated Reports: Weekly intelligence briefs delivered to stakeholders with key findings and recommendations
Web Scrapers → Data Normalisation → Enrichment Layer → Analysis Engine → Dashboard API
- Scrapers: Modular, configurable web scrapers for each data source
- Normalisation Layer: Standardises product names, pricing formats, and feature taxonomies
- Analysis Engine: Computes sentiment trends, price positioning, competitive overlap matrices
- Dashboard: Interactive visualisation of market intelligence data
Python, BeautifulSoup/Scrapy, PostgreSQL, Chart.js, GitHub Actions (automated daily runs)
- "GPT-4 class models dropped 34% in average price per token over Q2 2025"
- "Sentiment for AI writing assistants declined 12 points following pricing changes from 3 major vendors"
- "5 emerging competitors entered the AI code generation space in Q1 2025"
MIT