Rivallens is a Startup Operating System
Not just a toolbox βRivallens AI is a complete competitive intelligence platform that helps you discover opportunities, track competitors, and build better products. Powered by 8 specialized AI agents working in parallel.
5 Core Modules
AI Analysis, Competitor Tracking, Build Blueprint, Market Intelligence, Intelligence Hub
Parallel Processing
8 agents run simultaneously. Report time = slowest agent, not sum of all.
10+ Data Sources
Web scraping, traffic APIs, GitHub, social media, job boards, and inference models.
5 Core Modules
Each module solves specific problems for founders building AI products.
AI Analysis
Deep product teardown
Reverse-engineer any product from a single URL. Understand how they make money, what makes them unique, and where their weaknesses are.
"I want to know how Cursor actually makes money."
Competitor Tracking
Monitor competitor changes
Automatically track pricing changes, feature launches, and strategic pivots across your competitive landscape.
"I worry Bolt might suddenly drop prices βI need to know immediately."
Build Blueprint
MVP development roadmap
Generate prioritized action plans with effort-impact matrix. Know exactly what to build first, second, and third.
"I want to copy Cursor, but I don't know which features to build first."
Market Intelligence
L10 Β· Opportunity scanning
Scan entire market segments for gaps, underserved users, and white space opportunities with confidence scores.
"Can I still enter the AI coding market? Where are the opportunities?"
Intelligence Hub
L9 Β· Automated monitoring center
Your command center for continuous competitive intelligence. Weekly digests, real-time alerts, and historical tracking.
"I don't want to check manually every day βlet the system remind me."
System Architecture
Understanding how Rivallens works under the hood.
Module Hierarchy
Core modules (AI Analysis βIntelligence Hub) drive the workflow. Sub-modules (Build Blueprint, Competitor Tracking) extend capabilities.
Multi-Agent System
Each analysis layer corresponds to a specialized AI agent focused on its domain.
How You Interact
Three ways to experience Rivallens AI.
Demo Mode
Enter any URL in the Hero section and watch the analysis happen in real-time. See the 10-layer report build before your eyes.
Try analyzing cursor.com right now
UI Navigation
Explore reports through sidebar tabs: Facts / Business / Blueprint / Competitors / Growth / Insights / Actions / Updates.
Click through layers to drill into details
Interactive Follow
Click "Follow Startup" button to instantly add products to your Intelligence Hub for continuous monitoring.
One click to start tracking
Core Values
What makes Rivallens different from traditional research tools.
Speed
See a product's full breakdown in 10 minutes. Parallel agent execution means total time = slowest agent, not sum of all.
Depth
Go beyond surface-level features. Understand business logic, moats, revenue models, and strategic positioning.
Automation
No manual checking needed. System automatically monitors competitors and sends weekly intelligence digests.
Insight
Get actionable answers: Is this market worth entering? What should I build first? Where are the opportunities?
AI Capabilities Embedded
How large language models power every layer of analysis.
Data Extraction
LLMs extract structured data from unstructured web pages, documentation, and API responses.
e.g. Parsing pricing tables, tech stack mentions, feature lists
Inference Synthesis
When data isn't public, LLMs infer revenue, moats, and opportunities based on industry patterns and signals.
e.g. Estimating MRR from traffic θ³ conversion θ³ ARPU
Report Generation
LLMs synthesize findings into coherent narratives: Quick Takes, PRDs, and strategic recommendations.
e.g. Auto-generating executive summaries
Signal Detection
LLMs analyze GitHub commits, job postings, and social media to detect growth trends and strategic shifts.
e.g. Identifying hiring spikes or feature announcements
And Everything Else You Need
Rivallens AI is more than just analysis βit's a complete competitive intelligence platform.
PDF & Markdown Export
Export full reports in PDF, Markdown, or Word. Share with your team or embed in strategy docs.
Multi-Language Reports
Reports in English and Chinese. Analyze global products and share insights across teams.
Real-Time Dashboard
Live analysis progress with streaming agent outputs. Watch each layer build in real-time.
Historical Comparisons
Track changes over time. See how competitors evolve pricing, features, and positioning.
API Access
Integrate competitive intelligence into your workflows. Full REST API for Pro and Team plans.
Team Collaboration
Shared report libraries, team annotations, and collaborative analysis for strategic planning.