AI chatbot design
for automated trading
Haagse Kennis builds structured AI systems - from algo trading bots to crypto automation pipelines - delivered remotely to clients across 14 countries since 2024.
client projects completed across quant trading and crypto bot development
average service rating from verified clients
distinct backtesting frameworks integrated across client systems
What gets built and how
Each engagement is scoped individually. The service areas below represent the core capabilities Haagse Kennis applies across client projects.
AI chatbot architecture
Haagse Kennis designs chatbot systems from the ground up - defining conversation flow, data routing, and decision logic before a single line of code is written. Projects typically span 6 to 12 weeks depending on integration depth.
Algo trading bot development
Automated trading bots built at Haagse Kennis are designed around a client's specific strategy logic - not generic templates. The development includes backtesting integration so strategies are validated against at least 3 years of historical data before deployment.
Crypto automation systems
Crypto bot development at Haagse Kennis covers the full pipeline - from signal generation through execution logic to monitoring dashboards. Crypto automation projects are scoped for reliability under volatile conditions, not just average-case performance.
Backtesting framework integration
Backtesting is treated as a core deliverable, not an afterthought. Haagse Kennis integrates structured trading backtest environments that allow clients to iterate on strategy parameters independently after handoff.
Group facilitation workshops
For teams building internal quant trading capabilities, Haagse Kennis runs structured remote workshops - typically 4 sessions of 90 minutes each - covering system design, backtesting methodology, and bot deployment practices.
System audit and review
Existing automated trading bots and AI chatbot systems can be reviewed for structural weaknesses, latency issues, and logic gaps. Audit engagements deliver a written report within 10 business days.
How a project actually runs
Most clients arrive with a strategy concept and partial technical requirements. Haagse Kennis's process starts with a structured scoping session - typically 2 hours - before any development begins. This prevents the most common source of project delays: misaligned assumptions about what the system needs to do.
Scoping and requirements
Strategy logic, data sources, and integration constraints are documented before any technical decisions are made. Scope changes after this point require a formal change request.
Architecture design
System components - chatbot dialogue layer, trading signal engine, backtesting harness - are mapped and reviewed with the client before development starts.
Iterative build with checkpoints
Development proceeds in 2-week cycles. Each cycle ends with a working demo and a structured review - clients can adjust priorities between cycles without restarting.
Backtesting and validation
Before handoff, all trading backtest results are reviewed jointly. Haagse Kennis documents what the tests do and do not cover - no system leaves without a clear performance baseline.
Handoff and knowledge transfer
Clients receive full documentation and a recorded walkthrough. Optional post-handoff support is available in 30-day blocks.
Takeshi Obara
Lead AI Systems Engineer
Mirela Vukić
Quant Trading Architect