Q²-SODI™Beta· Platform Brief

Examine responsibilities, process work, decisions, and delivery.

Q²-SODI is advanced organizational diagnostic software for understanding how your organization works. Four Diagnostics examine responsibilities and decision authority, operational systems, decision flow, and reliable delivery. Synthesis brings eligible participant results together; the Workspace supports focused action and repeat comparison.

Structural ClarityOperational SystemsDecision VelocityInstitutional Performance

How work gets done

Understand how work is organized and where delivery becomes difficult.

Examine who is responsible, which processes require extra work, how decisions move, and how reliably commitments are met.

Structural ClarityOperational SystemsDecision VelocityInstitutional Performance
An overhead view of a group reviewing material together around a table.
Visible outcomesResults, delivery, cost, performance
Operating signalsActivity, reported experience, workflow symptoms
How work is organizedHow work and decisions are organized in practice

Two kinds of evidence

Reported experience and operating structure answer different questions.

Sentiment and engagement measures show how people report their experience. They can locate strain. They do not, by themselves, identify the ownership, approval, handoff, and process conditions beneath it.

Reported experienceEngagement, morale, and confidence
Operating mechanismsOwnership, authority, handoffs, routing, process load, and performance discipline

Q²-SODI examines responsibilities, approvals, handoffs and recurring process work through structured questions. Save the result as a baseline and compare it with a later run on the same basis.

Published research supports examining management practices and organizational mechanisms alongside reported experience. The studies cited here did not test or validate Monderman’s instruments.

Evidence: Read the short evidence page or the full research paper.

The product

Four diagnostics. Four questions about how the organization works.

Each Diagnostic is scored separately and retains its own evidence. Select a card to read the method and scope for that instrument.

How work
gets done

Institutional Performance

Reliable delivery and response to change

Read article →

How a result is produced

Structured answers produce the score. AI interpretation is separate.

Monderman's engine calculates the score and sets the rules for interpreting the evidence and recommending action. Anthropic supports research and writes explanations within those rules. The report keeps the supporting evidence visible for review.

ContextDefined scope, sector, role, and run length
DiagnosticStructured responses
ScoreVersioned scoring rules
Saved resultScore and basis saved before AI interpretation
ReportAI-assisted explanation when enabled

Comparison requires version control. Within the same instrument and scorer version, identical structured answers produce the same score. A like-for-like comparison also requires a compatible scope.

Where AI is used

Monderman calls this separation Deterministic AI Infrastructure (DAII). Versioned systems handle scoring. When enabled, AI helps explain the completed result using selected evidence. AI explanations can contain errors and should be reviewed alongside the supporting evidence. The current diagnostic uses guided questions; interview mode is not available. Read the DAII brief →

Repeat measurement

A first run creates a baseline. A later compatible run shows whether the responses changed.

Save the baseline

Preserve the score, result band, version, scope, and supporting answers.

Make a change

Address one reported constraint and record what the organization did.

Repeat the measure

Use the same version and a comparable scope to examine how responses changed.

Repeat measurement provides a consistent comparison with the organization’s earlier result.

A score difference does not, by itself, explain why responses changed or prove that an intervention caused the difference.

From one run to a wider view

Bring individual responses together for a broader view.

01 · RUN

One Diagnostic

One person completes a diagnostic for the work and perspective they know. Participation is counted separately for each diagnostic. Each person counts once, even if they complete that diagnostic more than once.

02 · CAMPAIGN

Invite participants

A campaign gathers structured responses from people who do or oversee the work.

03 · DEPTH

Depth Synthesis

Eligible runs from one Diagnostic are summarized by median, spread, and participant group.

04 · CROSS-LENS

Cross-Lens Synthesis

Eligible results from different Diagnostics are compared while each measure remains distinct.

A Cross-Lens Composite Score is published only when the selected evidence meets the platform’s coherence rules. Otherwise, the score is withheld and the report explains why.

Readiness is based on the declared scope and population, compatible inputs and missing evidence, not a universal headcount. Monderman draws on selected AAPOR participation-reporting guidance; this is not instrument validation. Campaign and Synthesis capacity vary by plan. See Plans & pricing.

Operational scenarios

Separate operational scenarios from diagnostic scores.

Document measured activity hours, their sources, proposed change assumptions, and costs. Compare low, central and high cases without treating staff-time value as cash savings.

What the scenario does not claim

Source records are declared by the customer, not independently audited by Monderman. Selected practices from GAO’s Cost Estimating and Assessment Guide inform scope, source and assumption documentation; this is not full compliance or validation. Sensitivity cases are not forecasts or confidence intervals. Potential capacity is not a measured cash saving.

RecordsMeasured activityTotal activity hours for the recorded people and period, with source references.
DocumentedScope and assumptionsProposed reduction and adoption ranges, loaded labor rate, and separate cash and staff-time costs.
measured hourspeople and periodchange assumptionscost basis
Low, central and high casesOperational planning scenarioNo diagnostic score or participant percentage supplies a financial factor.
TimePotential hourscapacity that may become available
Capacity valueStaff-time valuenot payroll or cash savings
Separate cash effectCash avoided minus cash costsAbsorbed staff time is excluded from cash effects. Subscription and implementation costs remain explicit.

Measured activity + change assumptions + costs → separate capacity and cash scenarios.

Sensitivity cases are not forecasts, confidence intervals, or guarantees.

Design principles

Stable scoring, versioned comparison, and distinct evidence.

Deterministic

Within the same instrument and scorer version, identical structured answers produce the same score. AI does not calculate or set it.

Versioned

Saved results support later like-for-like comparison when the instrument version and operating scope remain compatible.

Across your organization

Campaign results can be summarized by participant group to compare teams, departments or divisions within a defined scope, without treating different Diagnostics as the same measure.

Method detail is published alongside the product, including the scoring architecture and the limits of capacity modeling.

Ways to begin

Evaluate with your organization. Decide from the results.

By invitation

Define what you want to improve.

Anyone can request an invitation. Tell us which workflow, department, division or organization you want to examine.

60 days free

Use the full Pattern experience.

Activate your invitation, invite participants and use all four diagnostics. Combine eligible evidence through Depth Synthesis and Cross-Lens Synthesis, then assess potential time and capacity gains with operational inputs.

Your decision

Continue when you see the value.

Save the findings, assign practical actions and compare later results. Choose a subscription separately if you wish to continue. No credit card or automatic renewal during the evaluation.

Q²-SODI

Platform Brief

Examine operating conditions. Save the results. Compare them later.

Available by invitation. Evaluate Q²-SODI free for 60 days. No credit card. No automatic renewal.