Wisdom Before Intelligence

We draw the line between what’s AI-friendly and what’s not — guiding you to sustainable, and cost-effective solutions.

AI Initiative Failure / Abandonment (Selected Studies)

Bar chart values: Fortune 75%, General up to 75%, CIO Dive ≈50% POCs, 42% scrapped, Gartner ≥30% after POC.

Sources (user-provided): Fortune (Oct 2024), CIO Dive (Mar 2025), Gartner (Aug 2024). Definitions vary; treat as directional.

Decision Line

Not every problem needs AI — but every organization needs clarity on when AI truly adds value.

Below the Line

Prefer automation, analytics, or rules where AI adds no true value.

On the Line

May become AI-ready after improving data quality or process control.

Above the Line

True AI opportunities where ML or GenAI deliver measurable value.

Our Approach

Our 5D method — Discover, Diagnose, Delineate, Design, Deploy — ensures deliberate, ROI-driven decisions.

Discover

Stakeholder interviews and assumption mapping; build the opportunity register.

Diagnose

Assess data, process, and culture via a clear readiness index.

Delineate

Draw the line: AI-ready vs. non-AI vs. preparatory.

Design

Roadmaps and blueprints for AI adoption or lean non-AI solutions.

Deploy

Implementation guidance, governance, and outcomes measurement.

AI Readiness Framework

We score readiness across four pillars to guide strategy and investment.

Data Maturity

Quality, accessibility, lineage, and governance.

Process Automation

Workflow digitalization, measurability, and stability.

Tech Infrastructure

APIs, integrations, scalability, and observability.

Org Readiness

Leadership alignment, governance, and training.

Our Services

AI Readiness Audit

Evaluate data, infra, and team readiness for responsible adoption.

Feasibility & ROI Assessment

Validate the business case for every potential AI initiative.

Strategic Roadmapping

Actionable, risk-conscious plans balancing innovation and outcomes.

Get in Touch

Let’s assess your readiness and find where true intelligence can drive growth.