// INC4 · ALGOTRADING

We know
large-volume
trading
from the inside

Automated trading platform
engineered for live market conditions

True AI

In algorithmic trading, the margin between profit and loss is measured in microseconds

AI Labs provides predictive intelligence that sharpens our execution algorithms in real time.

We have managed over $10B in monthly trading turnover

We build unique execution strategies, custom tooling, and optimization layers that turn volume from a challenge into an advantage

// CUSTOM SOFTWARE

We build the algo trading software, not just the strategy

Every proprietary system we trade with was built in-house. When clients need bespoke trading infrastructure, they get the same depth — execution engines, data pipelines, risk controls, and custom tooling built to exact specifications.

  • Custom execution engines
  • HFT & low-latency infrastructure
  • Market data pipelines & feeds
  • Risk management systems
  • Backtesting & simulation platforms
  • Portfolio management software
// RESEARCH

We shape the industry

We bring innovation to the world not just with words — our engineers participate in scientific research and make real contributions to open-source.

"We propose Survivability-Aware Execution (SAE), an execution-layer survivability standard designed for OpenClaw-style systems and skill-enabled agents."

"We propose the interaction-native knowledge harness (InKH), an architecture for financial LLM agents that absorbs complexity into the system. InKH converts user, market, portfolio, and tool events into structured operational knowledge."

We actively contribute to improving the technologies we build on. By resolving deep technical issues in a tech giant's product, we strengthen the broader ecosystem.

inc4@engineering ~ terminal

Our team goes deep into every system we build

We invest in keeping our engineers sharp.

Active until 2028
AWS Certified Machine Learning Engineer – Associate
Amazon Web Services
Active until 2026
HashiCorp Certified: Vault Associate (002)
HashiCorp
Active until 2026
CKAD: Certified Kubernetes Application Developer
The Linux Foundation
Active until 2026
CKA: Certified Kubernetes Administrator
The Linux Foundation
// FAQ

Questions about our algotrading software

What is algorithmic trading software?+

Software that executes trades automatically based on predefined rules and real-time market data — execution engines, order routing, risk checks, and position management running without manual intervention. We build the full stack, not just the trading strategy layer on top of someone else's platform.

How much trading volume has INC4's software handled?+

We've managed over $10B in monthly trading turnover, which is why our execution strategies, custom tooling, and optimization layers are built to treat volume as an advantage rather than a bottleneck.

Does INC4 build the trading strategy, or just the infrastructure?+

We build the software, not just the strategy. Every proprietary system we trade with — execution engines, HFT and low-latency infrastructure, market data pipelines, risk management, backtesting platforms, and portfolio management software — was built in-house, and clients needing bespoke infrastructure get the same depth.

What kind of latency does INC4's execution infrastructure target?+

In algorithmic trading the margin between profit and loss is measured in microseconds, so our execution engines and HFT infrastructure are engineered for low-latency order routing, with AI Labs providing predictive intelligence that sharpens execution in real time.

Can INC4 backtest a strategy before it goes live?+

Yes — backtesting and simulation platforms are part of the same in-house software stack we use for live trading, so strategies are validated against historical data on the same infrastructure that will eventually execute them.

Who builds and maintains INC4's trading systems?+

Our team holds active certifications including AWS Certified Machine Learning Engineer, HashiCorp Vault Associate, and Kubernetes CKAD/CKA, and goes deep into every system we build rather than treating infrastructure as an afterthought.

Trade at the
next
level