CEM · AI

CEM Implementation Sprint

2–4 weeks embedded with your team. CEM installed across your organization. Adoption validated with before/after metrics.

Multi-day

2–4 weeks

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87%

Rework Reduction

From 28.9% (2-person teams) to 3.7% (full CEM installation) — measured across production systems

4.6x

Output Multiplier

Average productivity gain measured across CEM implementations

61.5

Peak Commits/Day

Sustained sprint velocity during CEM-powered execution — not a one-day spike

Validated across 2,561 commits · 596,903 lines of production code

The Engagement

We embed with your team for 2–4 weeks. CEM gets installed across your organization — not just taught, not just explained, installed. Every team gets trained. Every workflow gets configured. Adoption is validated with measured before/after metrics.

The sprint follows a structured weekly cadence: Week 1 builds Foundation and installs core mechanisms. Week 2 establishes Recovery Chain and advanced mechanisms. Week 3 calibrates everything against real usage data. Week 4 validates metrics, delivers Team Playbooks, and hands off for independent operation.

This is the engagement for organizations with 20+ AI users, high Drift Tax exposure, and a clear mandate to install CEM at scale. The measured rework reduction from implementation is 87% — from 28.9% (unstructured 2-person teams) to 3.7% (full CEM installation with 4-contributor coverage).

What You Get

Full CEM Installation

All 11 mechanisms installed across your teams — not just trained, installed in live workflows with calibrated thresholds.

Before/After Metrics Report

Measured output comparison: rework rate, velocity, failure mode frequency — documented with real data from your team.

Team Playbooks

Customized per function. Mechanism configurations, Governor thresholds, Sweep schedules, Recovery Chain triggers — built from your actual workflows.

Drift Tax Baseline + Tracking

Failure mode logging system installed. Baseline measured. Your team can track improvement independently after handoff.

Ongoing Support Recommendation

Clear next step based on what we observe during the sprint — a specific recommendation based on your team's adoption.

What Gets Built

Week 1: Foundation + Core

Baseline measurement, Foundation architecture, Pendulum, Governor calibration, and Environmental Control installed across teams.

Week 2: Recovery + Advanced

Recovery Chain established, Anchored Data layer built, Multi-Thread and Burst configured for applicable workflows.

Week 3: Calibration

Full mechanism integration across all workflows. Governor thresholds adjusted based on real usage data. Drift Tax tracking live.

Week 4: Validation + Handoff

Before/after metrics documented. Team Playbooks delivered. Adoption validated. Transition plan for independent operation.

How It Works

Discovery & Planning

We map your organization, identify teams, define success metrics, and build the sprint plan. Baseline Drift Tax measurements taken before installation begins.

3–5 days

Embedded Implementation

On-site or remote. Week 1: Foundation + core mechanisms. Week 2: Recovery Chain + advanced mechanisms. Week 3: calibration against real data. Week 4: validation + handoff.

2–4 weeks