For Investors
Your portfolio's value-creation plan says AI. Your portfolio companies can't execute it.
The bottleneck isn't ambition or tooling. It's engineering capacity and an SDLC built for a different era. We work with operating partners, heads of value creation, and family-office CIOs to close that gap across the portfolio.
Take On. Transform. Transfer.
At the center of every engagement is the thing we actually do: running product and engineering development until your team can. We take it on, rebuild the SDLC as AI-native while we work, then transfer it back, or keep running it if you prefer. Dependency is never the default.
Take On
We assume responsibility for development. Spec-driven, phoenix architecture, follow-the-sun teams across Oakland, Nairobi, and India.
Transform
The work rebuilds the SDLC as AI-native. Specs and evaluations become durable assets, code becomes regenerable, velocity compounds.
Transfer, or Sustain
We train your team to take it back, or keep running it as outsourced development. Either way, you choose.
Three Ways We Close the Gap
Diligence before the deal, ingestion after close, telemetry through the hold. One engagement demonstrates the next.
AI-Native Technical & IP Diligence
Before you commit capital to an AI-native company, know what's durable and what's a wrapper: spec quality, evaluation coverage, regenerability, data assets, model dependency, and IP provenance. Fixed-fee, decision-grade, fast.
Consolidation & Rollup Acceleration
The playbook is simple: we build the AI-native core on your platform company. Each add-on becomes an ingest, not an 18-month integration project. Data and customers in, legacy retired. Integration capacity stops governing your deal pace.
Portfolio Telemetry
Every company we transform is instrumented with a common observability layer: comparable, near-real-time signal across the portfolio, from the same engagement you were buying anyway. Monitoring stops being a compliance cost and becomes a compounding data asset that improves decisions during the hold and prices into exit.
Managed Development
Development velocity shouldn't require compromising quality, or waiting for a single team to wake up. Follow-the-sun teams across Oakland, Nairobi, and India move your product continuously.
Continuous coverage, not time-zone roulette.
Teams across three regions working in synchronized shifts. When your San Francisco team logs off, your work doesn't stop.
Momentum compounds.
Seamless handoffs enabled by specs and evaluations that hold context. Progress doesn't pause when you sleep.
Spec-driven development, not vibe coding.
Clear specifications, evaluations as the real codebase, auditable AI-assisted code generation. The discipline that separates production systems from prototypes.
Enterprise-grade output at startup speed.
We don't trade quality for velocity. We ship both, because we've built the systems to do it.
Government & Defense
Federal, state, and defense AI modernization, by people who hold active credentials.
Both founders are NASA SCIFLI Imaging Specialists. We understand mission-critical deployment, procurement, compliance, and the constraints that make government work different. When we say we know this environment, we're not pitching. We're doing it.
Active SCIFLI credentials
Compliance expertise
Critical deployment experience