Enterprise AI EnablementService 02 / 03

Your AI strategy approved.
Now the hard part.

We take enterprises from AI roadmaps stuck in committee to AI capabilities deployed in production — using MuShuHaRi to define what to build and S+3 Agile to actually ship it.

Book a MuShuHaRi assessment →See how the framework works →
The Problem We Solve

The average enterprise spends $2M to $6M annually on AI initiatives that never reach a customer. Failed pilots. Strategy decks that age into shelf-ware. Engineering teams that don't speak the same language as the C-suite. The MuShuHaRi book quantifies this as the Hidden Year — the year you lose to work that doesn't ship.

The Hidden Year doesn't happen because enterprises lack vision or capital. It happens because the operating muscle to translate strategy into production isn't on the cap table.

How We Engage

A three-phase model, shipped quarterly.

01

Assessment

4 weeks
  • MuShuHaRi maturity diagnostic across operations, infrastructure, data, and culture
  • Identify the current stage (Mu → Shu → Ha → Ri) and the next-stage roadmap
  • Define the first 90-day shippable AI capability and its self-funding envelope
Deliverable · An executive-ready report with the next 12 months' AI roadmap
02

Embedded Deployment

12 weeks
  • Operators drop into the customer's standups, slack, and roadmap as embedded team
  • S+3 Agile discipline installed in delivery
  • First AI capability ships to production within the quarter
Deliverable · Working, measurable AI capability in production
03

Internal Handoff

4 weeks
  • Customer team trained to operate the capability without us
  • Continuous improvement loops handed over with documentation
  • Optional retainer for second-stage advancement
Deliverable · Self-sufficient internal team operating the new capability
Who This Is For

  1. Fortune 500 enterprises stuck on AI implementation

    Companies with budget and ambition but no production AI to show for it.

  2. Mid-market firms with regulatory or operational complexity

    Industries requiring institutional-grade AI: finance, healthcare, logistics, energy.

  3. PE-acquired companies needing rapid AI modernization

    Where valuation expansion depends on operational uplift in the holding period.

  4. Regional incumbents in MENA, GCC, India

    Defending share against AI-native global entrants.

Case Study Spotlight

An enterprise story.

An Enterprise Story

A MENA proptech reaches a $2B valuation in under two years

As CTO of Property Finder, established Core Platform and Data Platform teams and ran the MuShuHaRi maturity path — data foundations before autonomous ambitions — then led investor due diligence for a $750M raise.

5× valuation → $2B
$750M raise (due diligence led)
Read the case study →
Next Step

Want to know where your AI maturity stands today?

The MuShuHaRi diagnostic takes 4 weeks. It's the first engagement we typically run with every enterprise client. The output is a clear answer to two questions: where are you on the maturity curve, and what's the next ship-able capability.

Book a discovery call →Read the framework →