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Example deliverables

See the work, not just a list of product features

A useful answer should show what the evidence supports, where uncertainty remains, which options deserve attention, and what happens next.

Revenue is growing. Why is the margin going backwards?

Northstar Field Services is a fictional business weighing a hiring decision, price changes, and delivery improvements. For this question, Consulting AIOS gives an explicit recommendation, alternative options, and the evidence still needed.

  • The recommendation states what is known and what must be validated.
  • The implementation path names practical operating changes.
  • The source context remains connected to later work.
The written answer in a CAIOS thread, headed Pilot before you hire. Diagnosis: revenue rose 18% to $1.18m but contribution margin fell from 34% to 28% as rework rose from 1.2 to 2.1 hours a job. Options: hold on adding capacity, test prices selectively, pilot the delivery fix first. Recommendation: a four-week pilot in one team protecting a 30% margin floor. Evidence still needed: rework logs and discount history.The written answer in a CAIOS thread, headed Pilot before you hire. Diagnosis: revenue rose 18% to $1.18m but contribution margin fell from 34% to 28% as rework rose from 1.2 to 2.1 hours a job. Options: hold on adding capacity, test prices selectively, pilot the delivery fix first. Recommendation: a four-week pilot in one team protecting a 30% margin floor. Evidence still needed: rework logs and discount history.
Example scenario (fictional). The written answer in a CAIOS thread.

A shareable brief

Make the recommendation easy to review

The HTML brief brings the evidence, options, recommendation, and next steps into one document. Open the export to read the full example.

The HTML decision brief for the fictional Northstar scenario, with evidence and recommendation
Example scenario (fictional). The CAIOS document preview and HTML export.

A usable Excel workbook

Take the decision into the weekly operating rhythm

Three sheets keep the action plan, scorecard, and assumptions connected. The Excel download includes status dropdowns and a scorecard formula linked to the action plan.

The action-plan sheet from the CAIOS Excel export, with phase, action, owner, measure and status columns
Example scenario (fictional). Rendered from the downloadable workbook, with fictional roles and synthetic targets.

Formats you can ask for

  • Decision brief

    Decision, context, evidence, options, risks, recommendation, and the conditions that would change it.

  • Issue tree

    Break a broad problem into testable branches so the team investigates causes rather than debating symptoms.

  • 30/60/90-day plan

    Translate the recommendation into owners, milestones, measures, dependencies, and review points.

Illustrative decision brief

The brief would test whether demand, avoidable rework, work allocation, approval delays, or true capacity is driving the pressure before recommending a recurring cost.

Example scenario (fictional)

Northstar Field ServicesDecision briefIllustration

Hire another team member, or improve the process first?

How the brief works it through

  1. Baseline demand and cycle time
  2. Identify the binding constraint
  3. Compare process and hiring options
  4. Run a two-week operational test
  5. Set the decision date and owner

Try the work

Bring a real question and judge the structure, evidence, and next actions.