AI-BUILT ENTERPRISE DIGITAL TWIN

Enterprise Due Diligence and Transformation Connected to Capital Markets

AI continuously updates a digital twin of your enterprise from real system data, runs diligence for risks and quality assurance, designs best practices including AI agents, and helps implement them.

ENTERPRISE DATAERP · CRM · Excel · Workflows · Documents · Audio & VideoDIGITAL TWINProcess Intelligence · Data Supply Chain · AI Infrastructure & GPUDUE DILIGENCEGaps & Risks · Real-Time Quality AssuranceBEST PRACTICE DESIGNEnterprise AI Agents · Operating Model · Target StateCHANGE IMPLEMENTATION

Trusted by leaders building what comes next

AHP
R136 Ventures
Marvin Ventures
Prime Unicorn Index
Cancer Focus Fund
Inception Studio
Nathan
Zaka VC
Sinbad Capital
AHP
R136 Ventures
Marvin Ventures
Prime Unicorn Index
Cancer Focus Fund
Inception Studio
Nathan
Zaka VC
Sinbad Capital
AHP
R136 Ventures
Marvin Ventures
Prime Unicorn Index
Cancer Focus Fund
Inception Studio
Nathan
Zaka VC
Sinbad Capital

OUTCOMES

Results You Can Measure

Up to 80%*

Process time reduction

Up to 75%*

GPU cost reduction

Real-time

Quality control & assurance

End-to-end

Data governance & risk control

*Observed in selected engagements; results vary with scope and data access.

One Digital Twin. Two Decisions.

For Investors · Due Diligence

See how a business actually runs before you invest.

  • Process, data, and GPU risks from real system data
  • Gaps between documented and actual operations
  • Value-creation priorities for the hold period
Investor diligence

For Enterprise Leaders · Transformation

Find what to fix, fix it, and keep it fixed.

  • Bottlenecks across processes and data flows
  • Lower AI infrastructure and GPU cost
  • AI agents and controls, implemented and monitored
Enterprise transformation

HOW IT WORKS

From Real Data to Measurable Change

01

Build the Digital Twin

AI maps processes, data governance, and AI infrastructure from ERP, CRM, and other real data.

Processes · Data Governance · AI / GPU

02

Diligence & Continuous Assurance

Gap and risk analysis, then real-time quality control and assurance as new data arrives.

03

Design Best Practices

Optimal processes, data governance, and AI infrastructure for your context.

04

Implement

Process changes, AI agents, governance controls, and GPU optimization, tracked against KPIs.

04 Implement ↩ 02 Diligence & Continuous Assurance · Continuous

INSIDE THE DIGITAL TWIN

Three Connected Maps, Built from Real Data

PROCESS INTELLIGENCE

Four Layers. Built Up from Real Data.

We connect strategy to execution, detailed processes, and outcomes—evidence first, not interviews.

DATA → STRATEGYStrategyStrategy ExecutionDetailed ProcessesOutcomesREAL DATA · THE FOUNDATIONERP · CRM · Excel · Hidden data · Video & audio · More
External Sources
Vendors · Partners · External operations
IngestionInternal Systems
ERP · CRM · Data platforms
Analytics & AICorporate Decisions

Ownership · Lineage · Quality · Access · Controls

DATA SUPPLY CHAIN & GOVERNANCE

The Full Data Supply Chain—Inside and Out.

We model data from vendors and external operations through your internal systems to the corporate decisions it drives.

AI INFRASTRUCTURE & GPU

Know What Your AI Costs—and What It Delivers.

We map workloads, GPU utilization, and spend to cut idle capacity and cost.

WorkloadsGPU UtilizationCostOptimization
Idle capacityWorkload fitCost trend

AI-NATIVE

Built by AI, Not by Interviews.

Traditional approachAIx2
SourceInterviews, workshops, sample documentsReal system data: ERP, CRM, files, logs, audio & video
CoverageSamplesFull authorized dataset
TimingPoint-in-time snapshotContinuously updated
EffortLarge manual teamsAI-led, minimal human in the loop
OutputSlide reportLive digital twin + implemented change

Experts validate material findings and decisions. AI does the analytical work.

CONNECTED TO CAPITAL MARKETS

Turn Enterprise Evidence into Capital.

Pioneering enterprises often have breakthrough technology but little investment-ready evidence. The digital twin closes that gap.

Fundraising for Pioneering Enterprises

Turn how your company actually runs into an evidence-based investment story.

  • Investment-ready operating evidence
  • Clear transformation and growth priorities
  • Materials for investor discussions

Capital Allocation

Put capital where the evidence says it creates value.

  • Risks and opportunities ranked by impact
  • Transformation investments prioritized
  • Post-investment progress tracked continuously

Built by a team from McKinsey, Stanford AI research, and Bay Area AI engineering.

Strategy & TransformationAI ResearchAI EngineeringStanford Seminar →Conferences →

See Your Enterprise as It Really Runs.

Assessing an investment, leading a transformation, or preparing to raise capital—start with your data.