Frameworks

Powering every engagement

Not every organization is ready for AI at scale. These frameworks show who is—and who’s not.

How It Works

Every large-scale AI initiative runs into the same walls.

Alignment gaps. Undefined milestones. No ownership. No audit trail. Likeable was built to remove those variables. Our frameworks are designed for enterprise leaders who don’t have time to repeat failed pilots.

These are not lightweight templates. They are delivery systems used to scope, govern, deploy, and manage complex AI initiatives with real financial and operational risk attached. If you’re investing six to seven figures in AI strategy, infrastructure, or LLM deployment, these frameworks are how we ensure that investment doesn’t turn into shelfware.

The Readiness Index

What it is:
A diagnostic that measures how prepared your organization is for responsible, high-scale AI deployment.

How it works:
Assesses five areas:

  • Infrastructure maturity
  • Data and compliance controls
  • Use case portfolio strength
  • AI literacy across stakeholders
  • Executive alignment and funding visibility

Outputs a score and a strategic roadmap.

Why it matters:
This is how you defend your AI roadmap to your board. It also tells you if you’re about to waste half your budget.

The Milestone Framework

What it is:
A structured delivery model with defined gates, roles, and metrics for each phase of the engagement.

How it works:
Four phases:

  1. Discovery and Stakeholder Alignment
  1. Architecture and Planning
  1. Execution and Validation
  1. Optimization and QBR-ready Reporting

Each stage includes formal deliverables and mapped responsibilities.

Why it matters:
When you're managing a seven-figure budget, you can't afford misalignment or ambiguity. This framework gives both sides a common language and trackable progress.

The Flow and RACI Matrix

What it is:
An operational map that clarifies every role in the project—from technical execution to executive signoff.

How it works:

  • Swimlane diagrams for internal and external stakeholders
  • Live editable RACI matrices embedded in our shared delivery environment
  • Reviewed at project kickoff and checkpoint meetings

Why it matters:
If your CISO, Head of Data, and PMO don’t agree on ownership, the system will fail before it launches. This solves that before it becomes a problem.

The Likeable Advantage

What it is:
A comprehensive delivery methodology that moves strategy to execution across 8 enterprise-grade phases.

How it works:
Steps include:

  1. Landscape and system audit
  1. Use case validation
  1. KPI modeling
  1. Risk and compliance overlay
  1. Architecture and tooling
  1. Pilot builds and testing
  1. Scale planning
  1. Continuous optimization

Why it matters:
When your AI strategy is tied to real outcomes and real constraints, this is the path that makes it executable.

The Momentum Track

What it is:
A dual-path model that allows us to run a quick-win pilot while your broader strategy and governance roadmap is being finalized.

How it works:

  • One short-cycle pilot (2 to 3 weeks)
  • One parallel strategy and planning track
  • Executive-ready reporting at the end of the pilot cycle

Why it matters:
Boards don't wait. This shows early progress while protecting long-term architecture integrity.

The Impact Dashboard

What it is:
A real-time view into post-launch performance, compliance signals, and business ROI—presented in a format leadership can act on.

How it works:
We track:

  • Operational metrics (time savings, process velocity)
  • Financial impact (cost reduction, revenue lift)
  • Customer experience (NPS, complaint resolution)
  • Model health (drift, performance, retraining cycles)

Delivered via Power BI, Looker, or your internal analytics layer.

Why it matters:
If you can’t measure it, you can’t scale it. This dashboard keeps AI work tied to outcomes your CFO cares about.

Solutions

How It All Connects

These frameworks are not menu options. They work together.

  • The Readiness Index identifies if you're ready.
  • The Milestone Framework defines the engagement.
  • The Flow and RACI model prevent confusion and missed handoffs.
  • The Advantage framework ensures execution aligns with strategy.
  • The Momentum Track gives you fast proof.
  • The Impact Dashboard validates everything in business terms.

If you’re looking to run experiments, we’re not the right partner. But if you're investing seven figures to bring AI to life in a way that survives audit, scales across business units, and ties to measurable value, this is how we do it.

Schedule an executive framework briefing.

We’ll walk you through how these frameworks apply to your environment. No generic slide decks. No product demo. Just clarity, structure, and executive-level readiness.