Why GyanMatrix

Think about what you're buying differently.

Most engineering partners sell time. We sell capability — experienced engineers amplified by AI systems that are measured, governed, and proven in our own products.

What changes for you

Side by side. Same budget. Different outcomes.

Dimension Typical Model GyanMatrix
Talent model Per-developer billing, interchangeable Pod-based, AI-augmented, outcome-driven
Delivery method Agile theatre, biweekly reports Daily pushes, AI pipeline metrics visible
GCC cost model $40K–$60K per seat, fixed headcount Smaller teams, AI leverage, lower burn
Governance Manual reviews, quarterly audits OVERSEER real-time, every action logged
Review bottleneck Senior devs blocked reviewing juniors SENTINEL pre-reviews, humans decide
Documentation Sprint retrospective notes, maybe CHRONICLE auto-generates from every merge
The structural difference

Not just faster. Structurally different.

Human accountability

Every AI system has a named human approver. ARCHITECT drafts → tech lead approves. SENTINEL flags → senior engineer merges. GUARDIAN prepares → team lead releases. AI accelerates. Humans decide.

Built on our own work

digri.ai and Veril.ai are our own products, built using this system. We deploy it for clients because we know it works — not because we read about it.

Measured, not claimed

42% faster code reviews, 87% test coverage, 94% doc coverage, 2.1% deployment failure rate. All from production environments. All verifiable.

How approaches differ

Where we sit in the market.

Dimension Typical Vendor GyanMatrix
Delivery model Staff augmentation or "agile teams" AI-augmented engineering pods
AI usage Optional add-on or marketing claim Six named systems in production
Governance Manual, trust-based Real-time OVERSEER dashboard
Pricing Per-engineer per-month Per-pod, outcome-linked
Proof Case study PDFs Live products (digri.ai, Veril.ai)
Risk model You manage everything We own delivery outcomes