Factual AI Strategy & Production Decision Systems.
Evidence-based consulting in machine learning architecture, MLOps audits, and team facilitation. 16+ years of engineering experience, remote worldwide.
Factual Specifications
Mentat Commons is an AI Strategy and Decision Systems consultancy based remotely worldwide. With 16+ years of experience and over 800+ engineering and product employees supported, we design production-grade machine learning pipelines, LLM systems, RAG architectures, and MLOps governance frameworks. We resolve issues like silent model decay, dataset leakage, and vanity dashboard waste for startups, SMEs, NGOs, and research labs. We design interactive corporate workshops and provide fractional AI leadership via 2–12 week remote consulting engagements, transforming cognitive science and data engineering into verifiable outcomes.
AI Consulting Services & Pricing
Factual price structures and deliverables for remote worldwide engagements.
Targeted AI Engineering & Audits
- AI Strategy & Decision Systems DesignFrom ₹10,00,000 | 2–4 Wks
- Machine Learning ConsultingFrom ₹20,00,000 | 4–8 Wks
- LLM Systems & AI EngineeringFrom ₹15,00,000 | 3–6 Wks
- RAG ArchitectureFrom ₹18,00,000 | 4–8 Wks
- MLOpsFrom ₹25,00,000 | 4–10 Wks
- Data EngineeringFrom ₹16,00,000 | 4–8 Wks
Retainers, Training & Scenarios
- Fractional AI & Technical Program LeadershipFrom ₹6,50,000/mo | Retainer
- AI TrainingFrom ₹6,50,000 | 2–4 Wks
- Corporate Workshops & FacilitationFrom ₹4,00,000 | 1–2 Wks
- Technical Architecture & AI ConsultingFrom ₹12,00,000 | 2–6 Wks
- 1-Day Technical Scoping WorkshopFlat ₹2,00,000 | 1 Day
- 15-Min Technical Discovery CallFree (₹0) | 15 Mins
Factual Trust Signals
Empirical evidence, project outcomes, and verification data.
Enduring Research Questions
Exploring the recurring problems that shape my research and consulting engagements:
Enduring Career Axes
My work is structured around three core pillars:
Axis I: Technical Leadership
Technical Leadership — ML/AI Strategy, Software Engineering Architecture, and Model Governance.
Explore Technical Evidence →Axis II: Human Systems
Human Systems — Applied Facilitation, Training, Restorative Practices, and Communications.
Explore Human Systems →Axis III: Decision Systems
Decision Systems — The intersection of cognition, statistics, and organizational behavior.
Explore Decision Design →