LiquidSMARTS™ · AI Performance Lab
Culture & Performance Transformation — As a Service
SENIOR-LEADERSHIP AI ADOPTION,
UNDERWRITTEN BY MEASUREMENT.
A 90-day program for senior leaders — built as a LiquidSMARTS™ offering, powered by the AI Performance Lab joint venture. Before we collect a single baseline data point, we pre-register the effect-size thresholds the cohort must hit. Miss the bar and the client pays nothing for Month 3.
30 minutes to confirm fit and define your three guarantee metrics.
The Problem We Are Solving
The Home-Gym Problem
Companies buy the AI, deploy it, then capture a fraction of the value the budget assumed. The thing that had to change was motivation, skill, and accountability — not the tooling.
A treadmill in the basement does not make anyone fit.
Most AI programs treat this as a training problem. We treat it as a measurement and performance-engineering problem. Training produces certificates. Measurement produces behavior change.
What most programs do
Run a workshop. Issue certificates. Declare success.
What we do
Pre-register thresholds. Measure against baseline. Guarantee the outcome.
The mechanism
Structural equation model — three independent indicator tiers feeding one latent construct: AI Advantage.
The consequence
If we miss the thresholds, Month 3 is on us. You keep everything.
Program Structure
90 Days. Four Components.
Designed for senior leaders with constrained time. Every component is structured to produce output, not consume hours.
Kickoff Workshop
One day, on-site
Led by Michael Housman. Diagnosis, baseline calibration, and hands-on capability building across the three guarantee tiers. No slide-deck theatre — participants leave with output.
Monthly Working Sessions
Two sessions × 90 minutes
Applied sessions in months two and three. Real work, real tools, real output review. Not check-ins — structured practice with accountability to the pre-registered thresholds.
On-Demand AI Capability Library
Available throughout the 90 days
Curated reference materials, prompt frameworks, and workflow templates matched to the cohort's function. Built for time-constrained senior leaders — no coursework, no completion badges.
Executive Sponsor Accountability
Named sponsor, committed to attendance and follow-through
The single variable that separates programs that move metrics from programs that produce certificates. The sponsor is defined before the engagement begins.
The Differentiator
A Falsifiable Value Guarantee
Before collecting a single baseline data point, we pre-register the effect-size thresholds the cohort must hit. Not satisfaction scores. Not engagement metrics. Measured performance change against the client's own baseline.
The guarantee triggers when at least two of the three tiers hit their thresholds. Miss the bar: the client pays nothing for Month 3 and keeps everything — all IP, all materials, all capability built. We retain only the right to publish the anonymized result.
Tier 1 — Self-Report, Bias-Corrected
Composite AI capability score up at least 0.4 standard deviations against the pre-program baseline. Anchoring vignettes and social-desirability correction applied to neutralize response bias.
Tier 2 — Behavioral Telemetry
Unique-output volume up at least 30%, with a measurable broadening of tool use — not just doing more of the same thing faster.
Tier 3 — Downstream Outcome
At least one named business metric up at least 10%, net of controls. For commercial teams: pipeline velocity, cycle time, or win rate. For knowledge work: deliverable throughput or decision-quality scoring.
The Guarantee Term
If the cohort does not hit at least two of three tiers by Day 90: Month 3 invoice is voided. The client retains all materials, all IP, and all capability built during the program. We retain the right to publish the anonymized study.
Why We Can Stand Behind It
Study Design Good Enough to Publish — Pointed at the P&L
The measurement architecture is a structural equation model with three independent indicator tiers feeding one latent construct: AI Advantage. Identification is within-subject first.
Where within-subject is insufficient, we use staggered-rollout difference-in-differences (modern estimators). Where that is unavailable, synthetic control. The methodology is peer-review ready — and every engagement tightens it.
Baseline Calibration
Anchoring vignettes and social-desirability-corrected self-report measures before Day 1.
Behavioral Telemetry
Tool use logged throughout. Volume and breadth of output tracked against baseline — not self-reported.
Downstream Outcome Linkage
Named business metric defined at scoping. Net-of-controls measurement at Day 90.
SEM Scoring
All three tiers fed into the latent AI Advantage construct. Result: one defensible score per participant.
Track Record & Commitment
What We Can Honestly Say
The AI Performance Lab is engaging selected clients for performance validation and measurement. Here is what is documented: the experience behind the workshop design, the thresholds the program commits to, and LiquidSMARTS™ delivered commercial proof.
Workshop Credential
Michael Housman has designed and led day-long executive AI workshops and keynote engagements for 3+ years across enterprise and healthcare audiences. The workshop format, sequencing, and capability-building methodology are proven at delivery. The measurement layer — the guarantee architecture — is now being validated with selected clients, applied on top of a workshop track record that already exists.
The Bar We Set — Not Results Claimed
Self-Report
Bias-corrected composite
Behavioral
Unique-output volume
Downstream
Named business metric, net of controls
LiquidSMARTS™ Delivered Commercial Proof
The 10% pipeline-velocity-in-90-days guarantee is LiquidSMARTS™'s own. The following engagements demonstrate the measurement discipline — defined metrics, 90-day windows, anonymized real data — that carries into the AI Performance Lab design.
Fortune 500 Medical Device
Endo Urology / Ambulatory Surgery Centers
90 days
“The economic model gave reps a credible conversation at the administrator level. Deals that had been stalled for months started moving.”
Pipeline Velocity
Win Rate
Sales Cycle
Global Medical Technology Leader
Radiation Oncology / Capital Equipment
90 days
“We stopped selling specs and started selling outcomes. The COF framework gave us a repeatable way to get to the financial conversation.”
Win Rate
Deal Size
Cycle Time
Regional Healthcare Technology
Diagnostic Imaging / IDN Accounts
90 days
“The pipeline diagnostic showed us exactly where we were losing time. We fixed three things and saw results within 60 days.”
Pipeline Velocity
Renewal Rate
Average Deal Size
Michael Housman's Track Record
Delivered For, and Featured In
Across 3+ years of executive AI workshops and keynotes, Michael Housman's work has been delivered for global enterprises and featured in leading business and media outlets. These marks represent Michael Housman / AI Performance Lab engagements and press — not LiquidSMARTS™ client relationships.
The Joint Venture
Who Built This
LiquidSMARTS™ is the host brand and the commercial and measurement anchor. The AI Performance Lab is powered by a four-founder joint venture.
Michael Housman
AI-ccelerator · Workshop Design & Delivery
Has led executive AI workshops and keynote engagements for 3+ years across enterprise and healthcare audiences.
Alan VanToai
Vanto AI · Value-Guarantee Architecture
Architects the guarantee structure and manages the value-realization framework that makes the threshold commitments defensible.
Benjamin A. Falk
Methods / SEM · Measurement & Methods
Leads the structural equation modeling layer and the within-subject / staggered-rollout identification strategy that anchors the guarantee.
Dr. Gunter Wessels
LiquidSMARTS™ · Study Design & Measurement
Integrates the measurement framework with commercial performance engineering. Responsible for downstream outcome definition and the P&L connection.
CONFIRM FIT. DEFINE YOUR THREE METRICS. DONE.
30 minutes. No cost. We define the three guarantee metrics your cohort will be measured against — before the program begins.