Forward-Deployed · VMD GenIQ Enterprise Matrix
AI outcomes engineered with mathematical proof.
GenAIQe deploys hybrid Value Maximizing Digitalists to bridge the gap between business intent, enterprise Vertex AI infrastructure, and rigorous Q-Factor mathematical evaluation.
Most vendors sell you AI hype. We evaluate whether you need it using mathematical math. If a rule engine beats an LLM, we say so — saving your enterprise millions.
VMD GenIQ Three-Pillar Matrix
Three buyer-targeted pillars. One integrated enterprise architecture.
Value Maximizing Digitalists
Target: CEO / CFO / VP Product. Hybrid product owners bridging business ROI and technical execution.
- ✓ Value Realization Velocity (VRV)
- ✓ 90-Day Embedded Sprints
- ✓ 50-Point AI Readiness Scorecard
AI Product & Infrastructure
Target: CTO / CDO / Head of AI. Enterprise Vertex pipelines, metadata lineage, and cognitive HITL workflows.
- ✓ Vertex Pipeline Blueprints
- ✓ Metadata Engine & Governance
- ✓ RAG Cognitive Architecture
AI Analytics & Evaluation
Target: Data Scientists / VP Eng. Rigorous mathematical evaluation using V-Measure and DCG RAG gain.
- ✓ V-Measure Clustering Precision
- ✓ DCG Retrieval Gain Scoring
- ✓ Proprietary Q-Factor Composite Rating
| Dimension | Pillar 1: Business | Pillar 2: Infrastructure | Pillar 3: Evaluation |
|---|---|---|---|
| Target Persona | CEO / CFO / VP Product | CTO / CDO / Head of AI | Data Science / VP Eng |
| Acronym | Value Maximizing Digitalists | Vertex Meta Data & GenIQ | V-Measure, DCG & Q-Factor |
| Primary Metric | Value Realization Velocity (VRV) | Production Readiness Score | Q-Factor Index (0.0-1.0) |
| Pricing Model | $75k–$150k (90-Day Sprint) | $30k–$60k (Blueprints) | $15k–$25k (Scorecard) / Retainer |
Calculate Your Enterprise Q-Factor
Adjust parameters below to calculate estimated RAG retrieval gain, clustering precision, and overall AI readiness score in real-time.
How We Work
Clear checkpoints from requirement to decision.
Consent First
No candidate profile is shared without written right-to-represent. You only see consented talent.
Your IP in Writing
Work product is assigned to you by contract. Clear ownership before work begins.
Data Minimal & GDPR Aware
We act as data processor under your DPA. We collect only what a verified engagement needs.
Registered Business
Registered MSME (Udyam), India. Formal contracts and real entities behind every engagement.
Enterprise Business Models
Transparent, outcome-based pricing models designed for high-velocity enterprise IT decision-makers.
50-Point AI Readiness Scorecard
Comprehensive diagnostic assessment covering data lineage, metadata governance, model drift risk, and RAG retrieval quality.
90-Day Embedded Sprint
Deployment of hybrid Value Maximizing Digitalists to architect pipelines, establish metadata governance, and deliver guaranteed Value Realization Velocity.
Ongoing Q-Factor Retainer
Continuous mathematical model monitoring, V-Measure clustering precision audits, DCG RAG scoring, and automated regression alerts.
Request a 50-Point AI Scorecard
Tell us your challenge. We will evaluate and provide evidence — whether or not you hire us.
Legal & Privacy Summary
Privacy: We collect minimal data for business purposes. No cross-site ad tracking.
Entity: GenAIQe · MSME Udyam Registered · India · Serving EU, US & Global Enterprise