Course Pack
Hands-on AI product, model, workflow, governance, and decision-support demos for finance and business learners.
Teaching flow
This course pack collects the curated public demos for this theme and links them to the right supporting course and assignment resources.
Use the About page for context, expectations, and teaching prompts.
Move into the interactive demo only after the setup and run mode make sense for the class.
Use the linked assignment scaffold when you want written analysis, reflection, or grading.
Learning outcomes
AI product, governance, workflow design
Have students toggle AI on and off, then explain not just what changed in the answer, but what changed in the workflow and oversight burden.
Support resources
Course pages, assignments, and catalog documents should reinforce each other rather than living as separate navigation systems.
Demo catalog
Every card leads to an About page first, then to the launch surface. Run-mode and readiness badges are shown directly on the card.
About Demo learning guide for AB Testing Framework: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the control group, variant group, and the metric being compared.
About Demo learning guide for AI Cost Benefit Analyzer: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the cost categories, benefit drivers, and AI adoption assumptions.
About Demo learning guide for AI Data Analyzer: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the dataset fields, missing values, and the question the analysis is trying to answer.
About Demo learning guide for AI Decision Tracker: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the decision record, owner, evidence, and follow-up status.
About Demo learning guide for AI Feature Impact: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the input feature, model output, and direction of influence.
About Demo learning guide for AI PRD Template: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the problem statement, user need, success metric, and AI boundary.
About Demo learning guide for AI Performance Dashboard: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the KPI, baseline, target, and actual performance trend.
About Demo learning guide for AI Product Canvas: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the user, job-to-be-done, AI capability, data source, and value metric.
About Demo learning guide for AI ROI Calculator: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the investment cost, expected benefit, adoption rate, and time horizon.
About Demo learning guide for AI Resource Planner: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for demand, capacity, role mix, and utilization assumptions.
About Demo learning guide for AI Team Collaboration: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for task ownership, dependencies, communication signals, and blockers.
About Demo learning guide for AI Workflow: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the workflow trigger, AI step, human review point, and output destination.
About Demo learning guide for Bank Failure Prediction: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the financial indicators used to signal bank stress.
About Demo learning guide for Copilot Kit: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the prompt, retrieved context, generated response, and user feedback loop.
About Demo learning guide for AI Page Agent: an in-page agent that reads a support ticket queue as text and acts on it, inspired by browser-agent frameworks like page-agent, Stagehand, and browser-use.
Teacher cue: Watch the Agent Trace panel's observe/decide/act/result steps, and ask when a rule-based parser fails where a real LLM would succeed.
About Demo learning guide for Data Drift Detector: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the reference distribution, current distribution, and drift signal.
About Demo learning guide for Emotional Support Assistant: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for user intent, sentiment cues, safety boundaries, and referral language.
About Demo learning guide for Feature Store: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for feature definitions, ownership, freshness, and reuse across models.
About Demo learning guide for Greeks Calculator: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for delta, gamma, theta, vega, and the option position being analyzed.
About Demo learning guide for ML Model Registry: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for model version, dataset version, metrics, owner, and approval status.
About Demo learning guide for Model Version Comparator: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the baseline model, challenger model, metric comparison, and segment results.
Interactive browser-based Monte Carlo simulation for company valuation, five-year free cash flow, NPV, probability of value creation, and statistical confidence intervals.
Teacher cue: Look for the acquisition price, five-year free-cash-flow path, terminal value, WACC, and NPV distribution.
About Demo learning guide for Probabilistic Decision Engine: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for probability estimates, decision thresholds, and expected value calculations.
About Demo learning guide for Browser AI Demos — Edge AI Showcase: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the range of local AI capabilities and the user problem each mini-demo solves.
About Demo learning guide for Local Chat Advisor: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the prompt, local response, and any limitations shown by the chat behavior.
About Demo learning guide for Smart Ticket Tagger: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the support ticket text, predicted category, and confidence level.
About Demo learning guide for Privacy Notebook: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for sensitive data types, redaction behavior, and privacy risk signals.
About Demo learning guide for Whisper Transcriber: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for audio input, transcription output, and timing or speaker cues.
About Demo learning guide for Named Entity Tagger: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for named entities, categories, and context around each extraction.
About Demo learning guide for Semantic Search: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the query, retrieved documents, and relevance ranking.
About Demo learning guide for Opinion Quintuple Extractor: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for opinion holder, target, sentiment, aspect, and explanation.
About Demo learning guide for SYNAPSE — Semantic Word Game: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for word relationships, hints, and the path students use to reason semantically.
About Demo learning guide for PM Product Demos: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the product decision, evidence, stakeholder, and recommended next step.
About Demo learning guide for Experimentation & Metrics Simulator: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for the experiment goal, primary metric, guardrail metric, and sample size.
About Demo learning guide for Feature Prioritization Copilot · PM Demo 02: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for value, effort, risk, and strategic alignment scores.
About Demo learning guide for Build vs Buy vs API Decision Workbench — PM Demo 03: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for build, buy, and API options across cost, speed, control, and risk.
About Demo learning guide for Pricing & Unit Economics Explorer — PM Demo 04: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for price, variable cost, contribution margin, and volume assumptions.
About Demo learning guide for AI Launch Gate · PM Demo 05: a browser-based ai/ml workflows learning activity with no cloud or API keys required.
Teacher cue: Look for readiness criteria, risk checks, owner approval, and launch blockers.
Created by Professor Vinaya Sathyanarayana. Attribution email: vinallcontact@gmail.com. Please notify usage and retain attribution in course materials.