AI-First R&D Transformation

The Legacy Team is Dead.
Stop Paying the Cohesion Tax.

We help tech companies dismantle legacy R&D structures and transition to the AI-First Silo Execution Model — replacing collective syncing with independent execution, turning your engineers into high-volume Implementors orchestrating swarms of AI agents.

Initiate Assessment →See How It Works
50%
of human potential wasted on coordination overhead
x5–x10
target velocity anomaly per engineer post-transition
~6 mo
full transformation timeline, milestone-based
The Reality Check

If your teams care more about “beautiful code” than time-to-market, you're already losing.

Legacy Model

The Team Trap

  • ×Stand-ups that produce nothing but updates
  • ×Sprint ceremonies eating 20% of engineering time
  • ×Code reviews as political theatre
  • ×Consensus-driven architecture that ships late
  • ×Velocity measured in story points, not deployed value
  • ×Scrum Masters managing feelings, not throughput
The Silo Model

Independent Trenches

  • →Engineers own a domain end-to-end — no handoffs
  • →AI agents handle the parallelization humans can't
  • →Production Volume replaces velocity metrics
  • →2-in-the-Box eliminates bus factor without bloat
  • →Cat Herders catalyze, never manage
  • →Transformation Agents hunt overhead — and kill it
The Engagement

Two phases. No PDFs left on desks.

Phase 1 — The Audit
20–30 hours

The AI-First Assessment

Deep-dive interviews with engineering leadership, individual contributors, and key stakeholders. Full documentation review. We map your Cohesion Tax precisely — where hours go, why delivery stalls, what the actual bottlenecks are. You receive an unfiltered blueprint: the current state, the target state, and the exact restructuring plan.

Unfiltered restructuring blueprint — no PDFs left on desks.
Phase 2 — Milestone-Based
~6 months

Execution & Restructuring

We implement the blueprint. Teams dissolve into Silos. Engineers are recast as Implementors with defined Independent Trenches. Transformation Agents are deployed to hunt and kill coordination overhead. Production Volume becomes the north-star metric. We measure Velocity Anomalies — the spikes that prove the Phase Transition is working.

x5–x10 velocity anomaly per engineer. Measurable. Sustained.
The Model

Four roles. Zero legacy hierarchy.

Core Execution

The Implementor

Product Engineer

Owns a domain end-to-end. Orchestrates AI agents to multiply throughput. Measured on Production Volume — Epics and Business Goals deployed. This is the atomic unit of the new model.

Risk Architecture

2-in-the-Box

Engineer + Domain Stakeholder

Paired unit that eliminates single-point-of-failure without adding coordination overhead. Not a handoff model — a shared context model. Coverage without committees.

Catalysis

The Cat Herder

Ex-Team Lead

Former team leads who catalyze across Silos without managing them. They resolve inter-Silo friction, carry context, and prevent re-siloing. They do not own outcomes — they unblock them.

Overhead Elimination

Transformation Agent

Legacy Scrum Master → Overhead Hunter

Recast from ceremony facilitator to overhead hunter. Their sole KPI: reduce Cohesion Tax quarter-on-quarter. They identify coordination patterns, kill them, and measure the velocity gain.

The Metric

Production volume is the only metric that matters.

Epics and Business Goals deployed per engineer per quarter. Not story points. Not lines of code. Not code review speed. The thing that actually moves the company forward — shipped.

x2–x3
Velocity threshold
Minimum expected gain to validate Silo transition
x5–x10
Phase Transition target
The Velocity Anomaly that marks a successful transformation
≤30d
Bug rate constraint
Velocity gains are invalid if defect rate climbs — quality holds
Start Here

Ready to stop settling for mediocre delivery?

We work with VP-level engineering leadership and CTOs at growth-stage and enterprise tech companies who know their current model is a ceiling — and are ready to break through it.