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
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