Constructing Fact Networks.
Machine-Readable Data Substrates for AI Agents.
Explore our automated ingestion pipelines, parallel web verification engines, and decentralized data schemas. Dubstrata converts raw web content into structured causal event maps tailored for LLM processing.
Built for AI.
Connected to Facts.
World events change fast. If you force your AI to read thousands of long, messy articles, it will be too slow and make mistakes. Dubstrata does the reading for you, pulling out only the exact facts your AI needs to make quick decisions.
- Clean fact maps instead of messy news
- AI bots that pay for themselves
- Smart searchers that learn 24/7
from dubstrata import DubstrataClient
from schemas import MarketImpact
# Connect to Dubstrata
client = DubstrataClient(api_key="dub_sk_...")
# Get the chain of events
substrate = client.get_impact(
query="ASML Shipment delay Q3",
exposed_assets=["TSMC", "NVIDIA", "SOXX"],
verify_causality=True
)
print(f"Causal path: {substrate.causal_chain}")
# Output: ASML Delay -> TSMC Factory Delay -> NVIDIA Stock Impact
Why Your Trading Bots Lose Money
Building AI systems for trading is hard when you use old tools. If you are using AI to invest, you are probably hitting these walls:
Messy, Mixed-Up Data
Internet feeds and predictions are full of rumors and noise. Sorting through it all manually takes too long and wastes your valuable time.
Old History Tricks Your AI
To test your models properly, they need to see history exactly as it was. Regular databases change the past, making your bots cheat without knowing it.
The 'Hype vs. Fact' Gap
It's hard to tell when betting websites are just hyped up compared to what official government rules actually say. Your AI can lose money chasing false hypes.
AI Guesses and Hallucinations
Regular tools do not understand how events connect. They make up fake facts because they don't see the chain reaction of a market catalyst.
Connect the Dots: How One Event Changes Everything
When something happens in the world, it causes a chain reaction. Regular search engines just show you a list of links. Dubstrata connects the dots. It shows you exactly how a new rule, a rumor, or a big event will change the prices of your assets. It gives your AI a clear map, not just a wall of news.
"Instead of searching through millions of messy web pages, Dubstrata shows you the straight line from a world event to the assets you own."
Zero Fees on Empty Answers
If we cannot find verified, real answers to your question, you pay absolutely nothing. $0.00. Most tools charge you for running a search even if they find nothing. We don't. We only charge you when we find real, helpful facts that help your AI make decisions.
This saves your AI agents from wasting money on empty runs and keeps their budgets safe.
Configure Workload
Monthly Cost Comparison
Context Saturation
Memory Per Agent Task
AI Bots That Pay for Themselves
You do not need to manually pay bills for your AI anymore. Our system lets AI bots hold their own digital wallets. They pay tiny fractions of a cent automatically whenever they ask a question. They can run forever, check facts, and make decisions without you ever having to press a button.
Your bots run completely on their own, paying for their own research while you sleep.
Smart Web Searchers That Never Sleep
The world changes fast. Dubstrata has smart searchers running in the background 24/7. When they spot a new trend or find a gap in their knowledge, they automatically go out, read the public web, and learn what is new. They build a clean map of facts so you always have the latest details.
If a fact is missing, our system goes out and gets it automatically without you asking.
Graph status: Densified & Healthy.
Connect the Dots: How One Event Changes Everything
When something happens in the world, it causes a chain reaction. Regular search engines just show you a list of links. Dubstrata connects the dots. It shows you exactly how a new rule, a rumor, or a big event will change the prices of your assets. It gives your AI a clear map, not just a wall of news.
"Instead of searching through millions of messy web pages, Dubstrata shows you the straight line from a world event to the assets you own."
How Facts Travel to Your AI
From messy web pages to clean, verified facts sent straight to your bots.
Read & Listen
We read news articles, look at charts, and listen to voice calls to collect all the facts.
Verify & Clean
We cross-check facts across multiple sites. We filter out rumors and select only verified truths.
Map Connections
We connect the dots to show how one event triggers reactions in other assets.
Stream to Bots
We stream these verified facts straight to your AI bots so they can make decisions instantly.
How It Works
Six simple features built to ensure your AI always gets the truth.
Map of Causes
See the future impact
Connect the dots between events. Our system traces how one big news event spreads like ripples in a pond to change the prices of up to 7 different kinds of assets.
Reads and Hears Everything
Reads text, charts, and voice
Reads news, listens to audio earnings calls, and looks at chart drawings in PDFs. It cleans up all the messy words and turns them into simple, true facts that your AI can understand.
Fact Checker
Checks many sources at once
Our search bots look at many different sources at the same time. If they find conflicting rumors, our automated checker compares them and picks the most likely truth so your AI does not get fooled.
Self-Updating Map
Fills in the gaps automatically
Our system scans our map of facts all day long. If it notices that we are missing details about a new trend, it automatically goes out and finds the missing pieces without you asking.
AI Wallets
Pay as you go
Your AI bots can have their own digital wallets. They pay tiny fractions of a cent automatically for each fact they look up. No monthly bills, and no humans needed to approve payments.
Instant Smart Alerts
Fast connection for bots
Connect your AI bots directly to our system. We stream live, verified updates straight to your bots so they can act on new facts instantly and securely.
Built for AI Teams
We built the simple plumbing so you can focus on making smart decisions. Dubstrata connects straight to your existing AI systems in seconds.
Instant Bot Connection
Connects to your AI systems in a snap. Your bots can ask questions, read the maps, and understand facts instantly, without you needing to write complex code.
Simple Dashboards
Keep tabs on all your AI bots. See what questions they are asking, how many credits they have left, and how much money you are saving.
Safe & Private
Keep your secret ideas safe. Your bots can read public facts without anyone else seeing what you are searching for. Your private data stays yours.
Perfect for Enterprise
Dubstrata is designed to feed your systems with clean, structured data that show exactly how events change prices.
The Map of Causes
We turn messy rumors, news, and filings into a clear map of connections. Your bots see exactly who is collaborating or conflicting, and get a simple score (+1 for Bullish, -1 for Bearish) showing the direct impact on your assets.
The Crowd Probabilities
We monitor prediction markets in real-time. If the crowd is hyped up (like a 70% chance on betting markets) but official government filings show a rule is going to fail, we alert your AI bots to the gap instantly.
The History Log
Get clean, hour-by-hour history logs of every event, sentiment change, and fact. We export these logs in high-performance files (Parquet) straight to your cloud storage for safe backtesting.
Institutional Security
- Complete Data LockWe isolate your queries and private data so there is zero chance of leaking your secret trading strategies to competing funds.
- The AI ShieldWe actively block malicious websites and sanitize text to stop hackers from tricking your AI bots with hidden prompt instructions.
- Secure Bot LoginLet your bots manage their own secure connections. They can swap their login keys automatically using secure blockchain signatures.
AI Agent Tools (MCP Client)
Every enterprise plan includes our official Model Context Protocol tool (@dubstrata/mcp-server). Your AI agents (in Cursor, Claude, or IDEs) can immediately run deep research reports and rate facts in one click.
Zero Fees on New Searches (JIT Scrapes)
If your bot asks about a new event that we haven't mapped yet, we automatically search the web and build the map for you. You pay $0.00 for that search. You only pay for successful, verified facts.
No Secrets. Always Honest.
We never hide how we get our facts. With our "Thinking Toggle", you can see exactly how our system made its decisions. This lets you debug and trust your AI with complete confidence.
Access the Telemetry DocsReady to Set Up Your Bots?
Our fact maps are ready. Your AI bots can connect in just a few minutes and start finding clean answers right away.