The GapFlywheelPartnershipsReturn on TokensAligned Upside Connect

An Operating Investment Platform

Turning frontier AI
into enterprise value.

Capital creates access. Access creates Knowledge Alpha. Knowledge Alpha creates enterprise value.

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Most enterprises are full of trapped AI value.

The value gap sits inside fragmented systems, manual work, and slow execution.

  • 01Fragmented systems
  • 02Manual workflows
  • 03Disconnected data
  • 04Slow coding and refactoring
  • 05Slow deployment
  • 06Slow execution

Trapped revenue

Value Locked Inside

Untapped productivity

Value Ready to Unlock

The AVC Fund Flywheel.

We invest in frontier AI, apply what we learn in enterprises, and capture aligned upside.

Capital
Frontier AI Access
Knowledge Alpha
Enterprise Application
Measurable Value Creation
Success Fee and Equity
More Capital and Better Access

Capital creates Knowledge Alpha.

Frontier access becomes a proprietary learning advantage.

We invest to learn faster than the market.
FoundersApplied AIProductsAgent ArchitecturesOperating MindsetsMarket SignalsInnovation

Partnerships accelerate applied AI value.

We bring and monetize strategic AI relationships inside live enterprise deployments.

Infrastructure and Compute
AWS ORACLE NVIDIA
Model Layer
ANTHROPIC xAI
Frontier Tech Layer
NEW AI TECHS
Portfolio relationships Mentoring Board access

AI Agent Factory and Value Creation Program.

AI Agent Factory

  • Map workflows
  • Build agents
  • Integrate systems
  • Deploy at scale

Intelligence Layer

AI that works in your world.

Value Creation Program

  • Measure outcomes
  • Govern value
  • Compress time
  • Capture upside

Faster coding, refactoring, deployment, and execution.

Return on Tokens (ROT).

One metric for what AI actually returns.

ROT = Economic Value Created Total AI Deployment Cost

The Expanded View

Cost Savings + New Revenue + Risk Reduction + Enterprise Value Uplift + Time Value Created
AI Compute Cost + Implementation Cost + Operating Cost

Time saved is economic value.

  • Build-time compression
  • Refactoring acceleration
  • Deployment acceleration
  • Execution time reduction
  • Released enterprise capacity

How we measure it

A number is only as strong as the measurement beneath it.

Every engagement is instrumented on a four-level measurement ladder. Unweighted output is a vanity metric — ROT becomes defensible when usage is attributed, quality is proven, and throughput is weighted by how hard the work was.

  1. Level 01

    Usage

    Who runs AI, how much, at what cost.

    • Tokens per engineer, monthly
    • API-equivalent spend
    • Adoption distribution, not averages
  2. Level 02

    Quality

    Whether agent output holds up.

    • Acceptance & revert rates
    • Regressions: agent vs. human code
    • Accepted vs. generated volume
  3. Level 03

    Productivity

    Throughput weighted by difficulty.

    • Complexity points shipped
    • One-shot rate by task tier
    • Value per dollar of total cost
  4. Level 04

    Benchmarking

    Position against peers.

    • AI-attributed code share
    • Effective FTEs per human
    • Spend per engineer vs. cohort

Framework aligned with The Agentic Awakening (Bessemer Venture Partners, 2026).

Where are you on the curve? Take the two-minute scorecard

Our compensation is aligned with value creation.

AVC Fund is compensated through two mechanisms only.

Success Fee

Participation in measurable cost savings, efficiency gains, revenue growth, and profit expansion.

Equity

Participation in the long-term upside of the companies we invest in or help transform.

We only win when measurable value is created.

Let’s turn your trapped AI value into enterprise value.

Capital Knowledge Alpha Partnership Leverage Applied AI Success Fee and Equity

AVC Fund is an operating investment platform built to monetize AI value creation.

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