Make Faster, Smarter
Business Decisions
Get the competitive intelligence and market data you need—without hiring analysts, building tools, or waiting weeks
Examples
why pandorlabs
Your Competitive Intelligence Advantage
Every day, critical business intelligence is locked away on competitor websites, industry forums, and market databases. Your team spends weeks manually collecting data, only to find it's outdated by the time they analyze it.
Explore existing datasets, refresh supported sources, and request extraction for new websites.
PandorLabs delivers market intelligence on demand. Simply ask for the data you need in plain language. Our platform handles the rest—from finding the right sources to delivering clean, analysis-ready datasets.
Query collected rows, download datasets, and follow extraction progress from one dashboard.
how it works
From Question to Dataset — to Your Workflow
No technical setup. No complicated processes. Just three simple steps to get the market intelligence you need.
Tell Us What You Need
No coding. No technical setup. Just describe your business question: 'What are my competitors charging?' or 'Which companies are hiring in my market?' or 'What products are trending on Amazon?'
We Find and Verify the Data
Explore available datasets first. Refresh supported sources when needed, or request discovery for a new website. Extraction time depends on the source and the amount of data.
Receive Ready-to-Use Insights
Get clean, organized data delivered to your preferred tools—Excel, Google Sheets, your CRM, your BI platform, or straight into Pinecone and Qdrant for your AI stack. Start analyzing immediately, not next quarter.
limitless applications
One Engine. Infinite Use Cases
Explore web data for research, analytics, and AI workflows.
Real Estate Market Intelligence
Find the best properties for sale in any market. Our AI agents analyze market trends, property values, and sales data to help you make the best investment decisions.
Lead Generation That Scales
Collect business and contact information from supported sources for prospect research. Review the available fields and coverage before using a dataset in your sales workflow.
E-commerce & Product Research
Collect product listings, prices, availability, and reviews from supported retailers. Compare datasets to support product research and pricing decisions.
Crypto Data Intelligence
Track the latest news and insights about the crypto market. Our AI agents analyze market trends, price movements, and news to help you make the best investment decisions.
AI Datasets
Use collected web data for AI workflows, then sync it as chunks and embeddings to Pinecone or Qdrant for retrieval.
Social Media Intelligence
Get real-time insights from social media. Our AI agents analyze social media posts, comments, and trends to help you make the best decisions.
Don't see your use case? Our AI agents can handle custom data extraction for additional sources.
Start Your First Data Request →for ai teams
Stream Directly to Your Vector Database
Building RAG or an internal copilot? Skip the export-clean-embed pipeline. Connect a dataset to Pinecone or Qdrant once, and we keep it formatted, chunked, embedded and up to date — ready for retrieval the moment it lands.
Streams on every run
Turn on auto-sync and each finished scrape pushes only the rows it collected.
Idempotent by design
Chunk ids are derived from the source row, so re-syncs overwrite instead of duplicating.
Your infrastructure
We write into your own index. Keys are encrypted at rest and never shown again.
Fresh dataset rows
Reviews, jobs, news, listings — straight from our scrapers
Formatted and chunked
Rows become labelled text, split with overlap
Embedded
text-embedding-3, small or large
Upserted to your index
Pinecone or Qdrant, with filterable metadata
{ "id": "trustpilot-reviews:6651f…:0", "values": [0.0132, -0.0418, …], "metadata": { "dataset": "trustpilot-reviews", "row_id": "6651f…", "chunk": 0, "rating": 4, "country": "FR", "text": "title: Fast delivery\nbody: …" }}technology
Built for Business-Critical Decisions
PandorLabs brings managed extraction, dataset access, and run tracking together so your team can inspect the data behind its decisions.
Managed Extraction
Run supported scrapers and schedule dataset collection. Inspect execution status and collected rows from the dashboard.
Controlled Access
Authenticated dashboard access and scoped API keys control access to the platform. Contact us to discuss your security and data handling requirements.
Data for Your Workflow
Query existing datasets, export collected rows, or connect through the API and MCP server. Discuss source coverage and volume requirements with us before integrating.
for teams at scale
Enterprise Web Data, Without the Enterprise Overhead
Discuss your sources, required fields, and delivery needs with our team. Review a sample dataset to assess whether it fits your workflow.
API keys
Scoped access
Dataset exports
JSON and CSV
Run tracking
Status and progress
Dashboard
Authenticated access
Welcome back, Maya
Your scrapers, their runs, and everything they collected.
12
Configured and ready to run
2
idealista-listings, company-job-openings
318
1 failed
1,284,940
Across the last 100 runs
Recent runs
View all| Status | Scraper | Items | Duration |
|---|---|---|---|
| running | idealista-listings | 4,182 | 1m 12s |
| running | company-job-openings | 912 | 22.4s |
| completed | amazon-price-watch | 38,410 | 2m 04s |
| completed | linkedin-firmographics | 12,067 | 48.2s |
| failed | binance-orderbook429 rate limited upstream | 0 | 3.1s |
Illustrative dashboard preview. Select a feature to explore the interface.
Build Your Workflow for Smarter Decisions, Faster
While your competitors spend weeks gathering data by hand, you could be deciding on evidence. Send us the sources you care about and the fields you need — we'll come back with a sample dataset extracted from the real sites, before you commit to anything.
No credit card, no commitment — just a solutions engineer and your data request.
