CORE_PHILOSOPHY // 0x636f7265
AI Skills Over Mere Automation
The Engine + Expert Driver
We don't just build automation (the Engine); we train your team (the Driver) to control the technology effectively.
Transforming Data into Assets
We clear out messy legacy data and build a clean foundation so AI and Automation can work with maximum accuracy.
The High Cost of Misdirection
Rushing into AI without a clear strategy can lead to costly mistakes and unexpected negative impacts.
4_STEP_ROADMAP // 0x73746570
01 / 04
Identify Need: Deep Dive & Seal the Leaks
We audit complex processes with expert engineering eyes to identify wasted costs and find the solution that best fits your business.
Design & Build: Smart Implementation
Lay the foundation for Data Lakes and RAG Engines, alongside precise automation to turn raw data into ready-to-use assets.
Training: The Human Upgrade
Advanced systems need understanding. We provide practical training so your team can harness AI's full potential to drive the organization.
Maintenance: Stability & Precision
Continuous care is key. We monitor and tune your system to stay up-to-date, partnering with you to scale alongside your business.
Identify Need: Deep Dive & Seal the Leaks
We audit complex processes with expert engineering eyes to identify wasted costs and find the solution that best fits your business.
Design & Build: Smart Implementation
Lay the foundation for Data Lakes and RAG Engines, alongside precise automation to turn raw data into ready-to-use assets.
Training: The Human Upgrade
Advanced systems need understanding. We provide practical training so your team can harness AI's full potential to drive the organization.
Maintenance: Stability & Precision
Continuous care is key. We monitor and tune your system to stay up-to-date, partnering with you to scale alongside your business.
Identify Need: Deep Dive & Seal the Leaks
We audit complex processes with expert engineering eyes to identify wasted costs and find the solution that best fits your business.
Design & Build: Smart Implementation
Lay the foundation for Data Lakes and RAG Engines, alongside precise automation to turn raw data into ready-to-use assets.
Training: The Human Upgrade
Advanced systems need understanding. We provide practical training so your team can harness AI's full potential to drive the organization.
Maintenance: Stability & Precision
Continuous care is key. We monitor and tune your system to stay up-to-date, partnering with you to scale alongside your business.
TEAM_AND_TECH_STACK // 0x73746163
Built on Trusted Technology
Our team consists of Software Engineers, Scientists, and Marketing Researchers with deep field experience, focusing on AI and ML use cases since 2019. We have proficiency in the following areas:
For Cognitive Agents, behavioral simulation, and Creative AI.
- Anthropic (Claude 3.5 Sonnet): Excels in roleplay, coding, and long document analysis.
- Google Gemini: For Multimodal tasks like image/video analysis or medical OCR.
- Hugging Face: Open-source models for specialized tasks and Vision/OCR.
- Cohere: Highly optimized for RAG systems requiring high-precision reranking.
For Precision RAG and Knowledge Retrieval.
- LangChain / LlamaIndex: Standard frameworks for LLM and RAG apps.
- Pinecone / Qdrant / Weaviate: Vector Databases for rapid, semantic deep-search.
For Workflow Automation and backend integration.
- n8n: The core for API integration and building complex workflows rapidly.
- Apache Airflow: For managing large Data Pipelines and task scheduling.
- Python: The foundational language for Data Analytics and AI.
To support AIOps Model Care and system stability.
- Docker: Containerization to run apps in any environment.
- AWS: Core cloud services (e.g., EC2) for large-scale hosting.
- Vercel: Fast deployment for web and Serverless Functions.
- Supabase: High-performance Backend-as-a-Service (PostgreSQL) for user data.
- MLflow / Weights & Biases: Tracking model performance (Drift) and ML life-cycle.
For delivering apps and dashboards to clients.
- React / Vue.js / Next.js: Popular frameworks for interactive and smooth UIs.
- LINE Messaging API / LIFF: Essential for chatbots and extracting Dark Data from corporate Line groups in Thailand.
FINANCIAL_METRICS // 0x64617461
Navigating AI Volatility with Proven Strategies
While 95% of AI projects fail at the pilot stage, we study and follow the top 5% that succeed by focusing on staff development and workflow integration.
Higher than the market average of $3.70 per $1 invested, depending on the chosen use case.
Rapid breakeven by deploying AI/Automation where it operates at peak efficiency.
When AI assists staff, it can reduce sales close cycles by up to 78% and significantly boost team productivity.
* These numbers compile data from leading research institutions, consulting firms, and technology companies conducting primary research on AI adoption and impact