From pilot to production to profit
We solve the economics, alignment, integration, and governance gaps that doom AI initiatives.
Built on Big Tech AI experience and enterprise transformation expertise—combining Silicon Valley AI playbooks with India's rapid-innovation muscle.
The Reality Check
The Enterprise AI Quagmire
The 4 systematic failures that kill AI pilots:
Leadership misalignment
Ambition without shared reality leads to misaligned expectations
Governance gaps
Risk, policy, and reputation exposure create insurmountable barriers
Messy integration
Brittle data plumbing and legacy workflows break under pressure
Unscalable economics
Unclear ROI and rising cost-to-serve make scaling impossible
We exist to fix these four—systematically.
Our Approach
Non-Negotiables
for AI Success
Business objective driven
Link AI directly to business goals, ensuring initiatives advance growth, efficiency, or market advantage
ROI focus
Prioritize financial viability, with ROI and cost-to-serve as non-negotiable design criteria
Strategy aligned
Anchor AI in boardroom priorities and competitive positioning, avoiding tech bets that drain resources
Phased adoption
Drive enterprise-wide adoption through phased rollouts that deliver wins at every stage
Managed risks
Establish governance guardrails that protect reputation, compliance, and operational continuity
How We Help
The Full Execution Cycle
We cover the path from ambition to rollout so approved pilots actually reach production.
- AI Strategy & Ambition
- We help you articulate a clear AI vision that aligns with your business goals. From defining realistic outcomes to creating compelling board presentations, we ensure your AI strategy drives measurable business value rather than just technological novelty.
- High Impact Use Cases
- Not all AI opportunities are created equal. We evaluate your potential use cases through a business lens-analyzing ROI potential, implementation complexity, and organizational readiness.
- Data & System Design
- AI is only as good as the data and systems that support it. We design the technical foundation that makes AI work reliably in your real business environment-no more pilots that break when they meet actual operations.
- ROI, Risk & Governance
- Make AI investments with confidence. We build comprehensive ROI models and risk frameworks that protect your bottom line and reputation while ensuring compliance with evolving AI regulations and industry standards.
- Scaling Initiatives
- Turn successful pilots into enterprise-wide transformation. We create detailed rollout strategies and change management playbooks that ensure AI adoption happens smoothly across your organization, not just in isolated pockets.
- Capability Building
- Build internal AI expertise that lasts beyond consultants. We develop your leadership team's AI fluency and establish sustainable operating rhythms, ensuring your organization can continue driving AI success long after our engagement ends.
How We Execute
Differentiated Outcomes with Unique
Multi-Stack AI Execution
AI enhanced customer journeys
- Unlock growth across awareness, retention, and advocacy
- Design AI-driven experiences that convert and stick
AI economics & growth models
- Align AI with board priorities and business strategy
- Build ROI, pricing, and cost-to-serve discipline into every initiative
- Strengthen decision-making with transparent economics and clear trade-offs
AI Engineering & Ops at scale
- Ensure data readiness, system reliability, and integration
- Deploy secure, cost-efficient, and responsible AI models
- Optimize for latency, scalability, and uptime so AI works in real-world production
Enterprise-wide AI adoption enablers
- Align product, engineering, and GTM for execution
- Build cross-functional fluency so adoption sticks
Our Methodology
Sprints & Frameworks
Speed with rigor. Time-boxed sprints. Repeatable outcomes.
Alignment Sprint
Establish shared context, define north-star vision, and create compelling ambition story that aligns leadership and stakeholders.
Feasibility Sprint
Assess organizational readiness, evaluate build-vs-buy options, and develop comprehensive cost & value models.
Commitment Review
Select 2–3 fundable pilots based on ROI analysis, lock scope and resources, and secure executive commitment.
Scaling Sprint
Validate pilot outcomes, design enterprise rollout strategy, and establish change management playbooks.
Tangible Results
Board-Ready Deliverables
Every engagement produces concrete, actionable deliverables that drive your AI transformation forward.
- Ambition Pack
- A cohesive narrative and capability heatmap that align the board on vision and readiness.
- Systems Blueprint
- A data, architecture, and workflow map that grounds pilots in operational reality.
- Use-Case Portfolio
- A prioritized set of pilots with clear ROI potential and delivery feasibility.
- Value & Risk Model
- An integrated view of value creation, cost-to-serve, and governance safeguards.
- Scaling Playbook
- A phased roadmap for rollout, adoption, and capability building across teams.
Our Team
The Practitioner Advantage
Direct access to practitioners. No intermediaries, no junior consultants—just leaders who built and scaled AI at Amazon and coached leaders at global enterprises.
Shrinath V
Strategic Advisor & Systems Leader
20+ years across product innovation and organizational transformation. Anchor mentor with Google for Startups (10+ years, 100+ founders across 5 continents). Systems thinker aligning business, design, and technology to surface hidden interdependencies.
Ashish Gulati
Data & AI Systems Architect
15+ years in AI, data science, and cloud architecture across the Python ecosystem. Certified AWS Architect specializing in Machine Learning and Generative AI. Led technical transformations at Tower Research Capital, Flipkart, and Dell with 10,000+ training hours delivered.
Advisors
Mintoo Kakati
Big Tech Scaling Expert & Innovator
12 years at Amazon; $2B+ in realized business value; 3 AI systems patents; launches at 100M+ weekly actives. Crafts Amazon-grade strategy & execution plans that align CXOs and teams.
Padmanabhan (NP) Menon
Managing Partner, AUSPIN Ventures
Board Member and Advisor to growth-stage technology firms, with 30+ years in global strategy and product marketing. Deep expertise in AI, SaaS, and digital transformation across sectors including BFSI, energy, and healthcare.
Ramesh Srinivasan
Senior Advisor, Leadership & Systems Design
Leadership coach, educator, and systems consultant with 4,000+ coaching hours for 125+ senior leaders across India, SE Asia, and the Middle East. Former Head of Operations at HCL Technologies (Singapore); founder of i.e. Consulting.
De-risk Your AI Execution
Start with a 2-day Alignment Sprint