Matrix Sage · AI Strategy to Delivery
Ship AI that performs and pays back.
Matrix Sage guides you from strategy to delivery with clear ROI, transparent usage, and reliable infra.
Full-stack AI delivery
From evaluations to live products, we cover models, infra, and change management.
Operational clarity
Balances, charges, and usage flows through one client portal with alerts when spend trends change.
Trusted guidance
We combine hands-on build expertise with pragmatic governance for regulated teams.
Client portal preview
Balances, usage, and provisioning in one view.
- Real-time balance and low-balance alerts.
- Transaction history with reasons and references.
- Usage pulled from LiteLLM so you see model/API spend clearly.
- Provisioned product list with ownership details.
Services
Where we help
AI Consulting
Strategy, roadmap, and vendor selection tailored to your business outcomes.
AI Development
Custom LLM apps, evaluations, and production-grade integrations with your stack.
Training & Enablement
Workshops and playbooks to level up teams and ship responsibly.
Usage & Spend Visibility
Client portal for balances, API usage, and product provisioning powered by LiteLLM.
Insights
Latest posts
Matrix Sage
Beyond Vibe Coding: How I Learned to Actually Work With AI
I stopped treating AI like a magic code printer and started treating it like a junior developer who's brilliant but has amnesia. The shift? Going from "vibe coding" to what I'm calling Systematic Agent Orchestration.
Matrix Sage
How SMEs Can Practically Implement AI in 2025: A No-Nonsense Guide
SMEs shouldn’t chase headline AI breakthroughs like DeepSeek; focus on proven tools that deliver ROI. The “AI Maturity Ladder” moves from ready-to-use tools to process optimization, then data security and compliance. A phased plan covers setup (weeks 1–2), integration (weeks 3–4), and scaling in month 2. The core advice: prioritize practical solutions, avoid complexity, train teams, and protect data.
Matrix Sage
DeepSeek's Breakthrough: When AI Learns to Think Without Supervision
A deep dive into DeepSeek's revolutionary R1-zero model and its implications for AI development