Competitive Intelligence Platform
MARKET
ENTRY
PREDICTOR.

5 AI agents scan LinkedIn, patents, domains, exec hires and partnerships to predict if a company is entering your market — in 60 seconds.

Bright Data OpenAI GPT-4o FastAPI + SSE v2.0 — 2026
▶ View Live Demo
// Live Output — Stripe vs Insurance
Stripe
84%
Square
61%
Adyen
38%
👑 Stripe — highest entry probability
The Challenge
THE PROBLEM
By the time you know a competitor is entering — it's already too late
WEEKS
Traditional analyst reports take weeks. Markets move in days.
💸
$50K+
Enterprise intelligence platforms cost six figures annually.
🔍
REACTIVE
You find out after they launch. You need to know before they plan.
The Answer
THE SOLUTION
5 AI agents · 60 seconds · 0–100% probability score
01
Input Query
Company + Market + Country
02
5 Agents Scan
Bright Data scrapes in parallel
03
AI Scores
GPT-4o analyses each signal
04
Report
Executive brief + strategy
💼 Job Postings 🌐 Domain Regs 👤 Exec Hires 🤝 Partnerships 📄 Patents
Intelligence Output
LIVE DEMO
HDFC vs Aviva vs AXA — Insurance · United Kingdom
HDFC
25%
Entry Probability · LOW
💼Jobs
5/25
🌐Domains
5/25
👤Execs
3/20
🤝Partners
3/15
📄Patents
4/15
👑 WINNER
AVIVA
68%
Entry Probability · MEDIUM
💼Jobs
18/25
🌐Domains
15/25
👤Execs
15/20
🤝Partners
12/15
📄Patents
7/15
AXA
22%
Entry Probability · LOW
💼Jobs
5/25
🌐Domains
2/25
👤Execs
15/20
🤝Partners
3/15
📄Patents
0/15
Data Infrastructure
POWERED BY BRIGHT DATA
Three APIs working together for maximum accuracy
SERP API
Step 1 of two-step pipeline — queries Google for the best source URLs per signal type. Zone: serp_api1
WEB UNLOCKER
Step 2 — scrapes full page content of top URLs. Bypasses CAPTCHAs on news sites, WHOIS, patent DBs. Zone: web_unlocker1
LINKEDIN DATASET
Job signals — structured data with seniority, date, industry, description. Dataset: gd_lpfll7v5hcqtkxl6l
Technical Stack
ARCHITECTURE
4-page app · SSE streaming · Parallel asyncio
FRONTEND
4 pages — Landing · Analysis · Deep Dive · Report
FASTAPI
SSE streaming · Multi-company parallel analysis
5 AGENTS
asyncio.gather — all run simultaneously per company
BRIGHT DATA
SERP · Web Unlocker · LinkedIn Dataset
OPENAI
gpt-4o · temperature=0 · seed=42
Key Technical Choices
✓ SSE over WebSockets — simpler, no handshake
✓ asyncio.gather — 15 parallel API calls
✓ temperature=0 + seed=42 — deterministic scores
✓ Two-step scrape — SERP finds URLs, Unlocker reads them
✓ localStorage — state persists across page navigations
✓ load_dotenv(override=True) — Windows env var fix
Pages
/ → Landing · form · how it works
/analyze → Live streaming dashboard
/company/{name} → Deep dive · competitors
/report → Comparison table · export
Capabilities
KEY FEATURES
Everything built for the hackathon judging criteria
🔄
Real-Time Streaming
SSE events stream agent results live — watch each agent complete in real time
🌍
12 Countries
Country-specific queries · Localized competitor intelligence · Global news sources
🤖
Multi-Agent AI
5 specialist agents run in parallel · LinkedIn scraper · Web Unlocker · SERP API
🏆
Competitor Strategy
Finds local rivals · Strengths & weaknesses tags · Winning strategy for losers
📊
3-Company Compare
Side-by-side probability gauges · Animated score bars · Winner badge
📄
Export Ready
TXT brief download · Print-ready report · Deep dive per company
By The Numbers
NUMBERS
What the platform delivers
60s
Analysis Time
5
Agents Per Company
3
Companies Compared
12
Countries Supported
4
Web Pages
3
Bright Data APIs
100
Max Probability Score
Markets Supported
Try It Now
START
PREDICTING
ENTRY.

Run your first competitive intelligence analysis in 60 seconds. Enter any company, any market, any country.

▶ Open Live App → Run Analysis
Built for Bright Data Hackathon 2026 · Powered by Bright Data + OpenAI
// Try This Query
Company 1: Stripe
Company 2: Adyen
Company 3: Square
Market: Insurance
Country: Global
// Stack
Python · FastAPI · OpenAI
Bright Data · HTML/CSS/JS
asyncio · SSE · localStorage