Scenario-Based Use Cases

No-Fluff Use Case Library

These are scenario-based examples, not client claims or guaranteed outcomes. No fake ROI, no invented savings, and no fabricated metrics.

Scenario-Based Use Case — not a client result.

Each card includes workflow pain, AI system, prototype deliverable, guardrails, data needed, and starting scope.

Healthcare Intake Automation

Industry

Healthcare

Workflow Pain

Manual intake, chart preparation, slow form review.

AI System

Document extraction and intake assistant with human review.

Prototype Deliverable

Intake dashboard and structured extraction proof-of-concept.

Careful With

PII handling, redaction, permissions, and infrastructure requirements.

Data Needed

Sanitized sample forms and workflow notes.

Starting Scope

Prototype Sprint or Advanced Prototype

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HR Candidate Matching

Industry

HR / Staffing

Workflow Pain

Resume overload, ranking inconsistency, and manual interview prep.

AI System

Resume matching engine with recruiter review and score transparency.

Prototype Deliverable

Recruiter ranking dashboard and structured candidate scoring flow.

Careful With

Bias, explainability, and recruiter override controls.

Data Needed

Sample resumes, job descriptions, and match criteria.

Starting Scope

Prototype Sprint or MVP Build

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Finance Research Workflow

Industry

Finance / FinTech

Workflow Pain

Manual research, source review, and repetitive risk note preparation.

AI System

Research assistant with source tracking and summary workflow.

Prototype Deliverable

Research dashboard and source-to-summary workflow prototype.

Careful With

Hallucination, source verification, and review before action.

Data Needed

Target source set, categories, and review expectations.

Starting Scope

Prototype Sprint or Advanced Prototype

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Legal Document Review Assistant

Industry

Legal / Compliance

Workflow Pain

Document packets, repetitive review, clause location, and issue flagging.

AI System

Search-and-summarize assistant with issue tagging and human review.

Prototype Deliverable

Review panel and extracted findings workspace.

Careful With

Confidential data, attorney review, and no legal advice claims.

Data Needed

Redacted packets or document structure examples.

Starting Scope

Advanced Prototype or MVP Build

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Insurance Claim Intake

Industry

Insurance

Workflow Pain

Claims arrive in multiple formats and require repetitive triage.

AI System

Claim intake assistant with extraction, triage suggestions, and queue routing.

Prototype Deliverable

Claim review dashboard and intake-to-routing prototype.

Careful With

Accuracy checks, exception handling, and reviewer control.

Data Needed

Sample claim forms, categories, and routing rules.

Starting Scope

Prototype Sprint or MVP Build

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Real Estate / Construction Document Workflow

Industry

Real Estate / Construction

Workflow Pain

Permits, project docs, vendor packets, and property data handled manually.

AI System

Document workflow assistant and search layer for project records.

Prototype Deliverable

Project dashboard with extraction and search workflow.

Careful With

Version control, source-of-truth logic, and record matching.

Data Needed

Sample files, folder structure, and review workflow.

Starting Scope

Prototype Sprint or Advanced Prototype

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Ecommerce Support Assistant

Industry

Ecommerce / Customer Support

Workflow Pain

High-volume repetitive support tickets and order questions.

AI System

Support assistant with FAQ retrieval and human escalation workflow.

Prototype Deliverable

Support assistant interface with routing and knowledge retrieval.

Careful With

Escalation rules, tone control, and limited automated claims.

Data Needed

FAQ base, product policy, and ticket categories.

Starting Scope

Prototype Sprint or MVP Build

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Founder AI SaaS Prototype

Industry

Founders / SaaS

Workflow Pain

Product idea needs a credible prototype before full build.

AI System

Clickable product prototype with AI logic map and build roadmap.

Prototype Deliverable

Founder demo flow and staged MVP architecture notes.

Careful With

Protecting concept and not overbuilding too early.

Data Needed

Concept summary, target users, and must-have screens.

Starting Scope

Prototype Sprint or Advanced Prototype

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Agency Client AI Tool

Industry

Agency / Services

Workflow Pain

Need a white-labeled or client-facing AI workflow without building blindly.

AI System

Custom client tool prototype with service logic and delivery workflow.

Prototype Deliverable

Service dashboard and client workflow screens.

Careful With

Permissions, client data boundaries, and support expectations.

Data Needed

Client process outline and target deliverables.

Starting Scope

Advanced Prototype or MVP Build

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