Discover New Opportunities with AI — Applied Research Project

A practical research project template for identifying, prototyping, and validating AI-driven opportunities in products, services, and operations.

Discover New Opportunities with AI — Applied Research Project
Playbook

AI Opportunity Scan Playbook

A practical, step-oriented playbook for discovering, evaluating, and prioritizing AI opportunities that balance value, feasibility, and risk — including data-readiness checks, a reproducible scoring model, a rapid prototyping plan, and an early ethics review.

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Template

AI Opportunity Scan Template

A practical, structured template to discover, document, prototype, prioritize, and hand off AI use cases so teams move from idea to measurable pilot with clear success criteria, data readiness checks, and risk controls.

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Canvas Template

AI Opportunity Canvas

A practical, guided canvas to evaluate AI opportunities across user value, data readiness, feasibility, safety, and measurable outcomes — with a ready prototyping plan and scoring guidance to prioritize ideas that are realistic, valuable, and responsible.

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Template

AI Opportunity Scanning Template

An interactive, scored template to capture, evaluate, and prioritize AI-driven opportunity candidates across products, services, and operations. Includes structured fields, a practical scoring rubric, a data-readiness checklist, and clear next-step recommendations.

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Template

AI Opportunity Canvas — Interactive Template

An interactive, saveable AI Opportunity Canvas to help teams capture candidate AI use cases, assess feasibility and risk, prototype responsibly, and prioritize opportunities using a simple scoring rubric.

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Template

AI Opportunity Scoping Canvas

A practical, step-by-step canvas for evaluating AI opportunities: clarifies user need and hypothesis, quantifies value and expected uplift, assesses data and safety readiness, estimates resources and integration effort, and produces go/no-go recommendations. Includes scoring guidance and a short worked example.

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Checklist

AI Prototyping & Safety Checklist (Interactive Pilot Record)

An interactive, safety-first checklist to run, record, and sign off AI prototypes. Capture risk assessments, data protections, evaluation metrics, operational controls, stakeholder communication, and a one-page safety brief. Save records for review, audit, and reuse.

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Checklist

AI Prototyping & Safety Checklist

An actionable, storable checklist to run practical safety, privacy, fairness, and operational checks while rapidly prototyping AI features. Mark items, add evidence, assign owners, and record readiness decisions.

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Checklist

AI Prototyping Safety & Ethics Checklist

A practical, step-by-step operational checklist to run low-risk AI prototypes that account for data provenance, consent, bias, privacy, explainability, monitoring, and rollback planning. Includes quick triage, acceptance criteria, monitoring signals, and short examples for classification, recommendation, and generative prototypes.

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Checklist

AI Prototyping & Safety — Quick Safety & Ethics Checklist

A practical, interactive checklist to surface common AI safety, fairness, privacy, and governance concerns during early prototyping and to capture minimal evidence and mitigation actions for go/no-go decisions.

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Checklist

AI Safety Pre-Check Checklist for Prototypes

An operational interactive pre-check teams can complete before launching AI prototypes. Collects yes/no responses, evidence notes, risk flags, ownership, and suggested next steps so teams can act, escalate, and track follow-up.

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