Productivity Analyzer
Measure your AI-powered productivity gains
Role-Based Task Packs
Choose a task pack that matches your role
Innovation PM Sprint Pack
innovation pm
Three scenario-based tasks that force rapid synthesis, experiment design, and stakeholder storytelling for AI adoption initiatives.
- • Assess ability to scope AI-assisted initiatives under tight timelines
- • Capture qualitative observations about where AI accelerates or slows PM work
Software Engineer Delivery Pack
software engineer
Scenario drills to evaluate debugging, refactoring, and production-readiness with and without AI assistance.
- • Measure speed and quality when triaging production issues
- • Observe how engineers pair with AI for refactors and tests
Innovation PM Sprint Pack · Innovation Pm
Complete the workflow to measure your productivity
What this pack measures
This pack stresses how Innovation PMs synthesize messy stakeholder signal, frame experiments, and narrate risk. Each task compares manual note-scrubbing vs. AI-assisted clustering so you can quantify where copilots accelerate decision-making—and where they fabricate confidence.
Common pitfalls
Common pitfalls include skipping counterbalancing (manual always first), letting AI drafts bleed into the “without AI” pass, and forgetting to log the prompt scaffolds that generated those crisp executive briefs.
What “good” looks like
Calibration runs show +/-5 Overestimation Index, consistent TLX mental demand, and experiment briefs that cite sources. Expect concise ladders from quote → insight → recommended wager, plus documented follow-up experiments.
Tasks in this pack:
- 1
Opportunity Framing: AI Research Debrief
You just wrapped 6 rapid customer calls about an AI copiloting feature for analysts. Notes are messy and leadership wants a decision in the next exec huddle.
- 2
Experiment Canvas: Measurement + Guardrails
The exec team approved a two-week experiment to prove copilot ROI inside the Strategic Accounts pod.
- 3
Stakeholder Narrative: Executive Readout
Week two demo is tomorrow. Your experiment generated directional signal but finance wants to know whether to expand budget.
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