Infrastructure, execution and AI trading

We build autonomous AI market tools.

Trillions of historical transactions, sub-second execution across dozens of exchanges, and models we have refined over six years. That is what runs behind J-AI.

6 years live80+ algorithms1Tr+ data pointsSub-second execution
Our tools

Infrastructure that powers the market.

PANDA Terminal logo

PANDA Terminal

Analytics and execution in one place. Watch and trade across multiple exchanges from a single screen.

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Our work is backed & followed by
J-AI · How the architecture works

Your new financial assistant.

This is where our data, models, and execution meet. J-AI has been running for six years now, and we judge it on results.

Fig.01 — J-AI trade engineingestexecuteBIG DATAonchain + offchaintrillions of txnsupdated real-timeJ-AImodels · signalsTRADE ENGINEsub-second routing12+ venuesone location80+ ALGORITHMS1TR+ DATA POINTS48 STRATEGIES
BIG DATA

Trillions of historical transactions, updated in real time.

TRADE ENGINE

Sub-second execution across several exchanges from one place.

Visualisation of data infrastructure

Diverse data delivers clear, reliable results.

Trillions of data points power our research and AI solutions. We answer the question: what makes price move?

Fig.02 — ConvergenceMARKETSONCHAINMACRODEX ContractsSpot / Future MarketsOptions MarketsSmart Contract DataOnchain Wallet DataLending / BorrowingCentral Bank DataLegacy Finance DataJ-AIprice modelPRICE SIGNALactionable outputEight data domains · one price model
Research

Our research spans these domains.

Jlabs Digital is a firm specializing in quantitative and economic research. Execution is our advantage.

01

Investment research

Our own models, alerts, and signals, used to form a clear view of the market.

02

Analysis and execution

New metrics built from onchain and offchain data, wired for sub-second execution.

03

Automation

Autonomous AI trading software that keeps working around the clock.

Autonomous trading

J-AI puts your trading on autopilot.

Step into the new era of finance with J-AI, an autonomous trading system that watches, learns and works for you around the clock.

0+AlgorithmsProprietary metrics produce in-house models that power J-AI.
0Tr+Data PointsJ-AI reads onchain and offchain data across dozens of sources.
0+Unique StrategiesTake advantage of what is trending in the market right now.
24/7Fully autonomousSetup is simple. You give it an API key, and your funds stay in your account.
Get access to J-AI
Karma · Small models that actually trade

Small models that actually trade.

A trade-management system built on small language models. We trained them on real execution data instead of chat logs. They are small, the weights are open, and they are built to do one thing well: get the order filled.

1-7BSmall modelsBuilt for execution, not chat.
OpenOpen weightsPublished under open weights on OpenRouter.
MultiAny venueRuns across several exchanges from one system.
Explore Karma
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Ready to go further than you thought possible?

Reach out to Jlabs Digital today. Need a consultation? Send us an email.

askus@jlabsdigital.comTalk to us