Claude use cases

Marketing & ContentPersonal Productivity

Finance newsletter editing workflow where human-written market thoughts are streamlined with ChatGPT, copyedited with Claude, and refined with custom GPTs to preserve trading-specific language.

Outcome: The workflow helps him move from rough human-written analysis to publishable newsletter copy faster, with an added check for jargon and style before publication.

Prototyping & DesignMarketing & Content+1

AI-assisted beverage brand buildout workflow spanning brand identity, market strategy, web design, vendor outreach, packaging, and operational planning.

Outcome: They reported reaching a comparable brand-and-launch-readiness point in about four weeks for less than 10% of the cost they believed a traditional agency-led build would have required.

Customer SupportCompany AI Adoption+1

Driver-support triage workflow where Claude handles common driver questions and escalates more complex issues to human support.

Outcome: Lyft says the Claude-powered assistant reduced average customer service resolution time by 87% while routing more sensitive or complicated issues to human support.

Business OperationsResearch & Analysis

Uses AI for high-volume regulated-document work and as a communication coach for product teams, helping organize submission materials, review consistency, and improve stakeholder messaging.

Outcome: Shows how AI can help with document-heavy, detail-sensitive work by turning scattered materials into more structured drafts, checklists, summaries, and communication practice without removing the need for expert human review.

Research & AnalysisCoding & Engineering

Uses error analysis and targeted evals to improve AI products by inspecting failures, grouping them into patterns, and turning those patterns into tests that guide future product changes.

Outcome: Shows a practical way to improve AI quality without guessing. Instead of only tweaking prompts, teams can study real failures, classify them, build focused evals, and use those evals to decide whether the product is actually getting better.

Prototyping & DesignResearch & Analysis

Uses example conversations as the starting point for AI product design, then turns those conversations into clearer requirements, product flows, and interactive prototypes.

Outcome: Shows how teams can design AI products around real conversational behavior instead of jumping straight to UI screens. The workflow helps clarify what users ask for, how the assistant should respond, where trust breaks down, and what the product experience should feel like.

Business OperationsPersonal Productivity

Uses an internal AI agent called Claudie to help manage consulting and project-management work, keeping track of client context, next steps, deliverables, and follow-ups.

Outcome: Shows how AI can reduce the coordination burden around consulting work. Instead of relying on memory, scattered docs, and manual status updates, the workflow gives project context a place to live and turns it into next actions, summaries, and follow-through.

Creative MediaResearch & Analysis

Built AI workflows for documentary post-production at Florentine Films: a searchable media database for archival assets, an iOS field-research app for physical archives, and a Mac OCR tool for difficult historical documents.

Outcome: Turns tedious archival logging into structured, searchable research material. Images, video, audio, physical archive photos, and hard-to-read documents become easier to describe, tag, search, and reuse in documentary storytelling.

Personal Productivity

Built a Daily Operating System in Claude Cowork that gives AI persistent context about his work, writing style, team, calendar, messages, and priorities so it can draft emails, review work, and prepare morning debriefs.

Outcome: Turns Claude Cowork from a simple chat tool into a connected daily work hub: it remembers working preferences, creates reusable skills, reviews work from multiple perspectives, and prepares a daily plan from email, Slack, and calendar context.

Business Operations

Uses Zapier and Claude to handle the operational work around customer conversations: logging CRM notes, preparing for meetings, and turning resolved support conversations into a reusable knowledge base.

Outcome: Reduces manual CRM cleanup, gives customer-facing teams better meeting context, and turns support conversations into a feedback loop that keeps internal knowledge improving over time.

Prototyping & Design

Uses structured JSON data and a clear prompt framework to make AI prototypes and Midjourney images more realistic, flexible, and production-useful.

Outcome: Moves AI prototyping beyond vague “make it look nice” prompts. By separating data, UX, and visual style, Ravi gets prototypes that feel more like real products and images that look more curated than generic AI output.

Knowledge ManagementMarketing & Content

Built Spiral as an AI writing partner that helps people think before they write by asking ghostwriter-style questions, exploring branches of an idea, and turning scattered thoughts into clearer direction.

Outcome: Shifts AI writing from instant drafting to better thinking. Instead of producing a generic article too quickly, Spiral helps users slow down, examine the idea, find the stronger angle, and make the writing feel more like their own.

Coding & EngineeringPrototyping & Design

Uses HTML as a richer collaboration layer with Claude Code, turning AI-generated plans, brainstorms, editing interfaces, and design systems into visual artifacts that are easier for humans to read, adjust, and share.

Outcome: Makes AI-assisted development more visible and easier to steer. Instead of reviewing giant Markdown plans, humans can inspect interactive webpages, edit disposable micro-apps, and reuse living design-system files as context for future work.

Company AI AdoptionBusiness Operations

Built a company-wide AI adoption system at Delight.ai with an internal automation marketplace, gamified quests, AI usage tiers, secure app templates, and personal knowledge workflows like The Gardener.

Outcome: Turns AI adoption from a top-down mandate into an internal product. Employees can request automations, team up to build them, earn rewards, ship on secure templates, and see a clear path from beginner to advanced AI use.

Marketing & ContentPersonal Productivity

Uses AI to build a modern content and marketing operating system: tools that help generate timely meme ideas, vibe-coded lead magnets, and a Raspberry Pi bedside keyboard that captures late-night ideas into email or Linear.

Outcome: Turns creative marketing from a manual brainstorming loop into a set of small systems. Jason uses AI to spot formats, generate variations, ship useful mini-tools, and capture ideas before they disappear.

Local BusinessBusiness Operations

Used AI as a practical planning partner to launch Tabletop Library, a physical board game social club in Berkeley, including business planning, local research, game classification, retail curation, and a text-based member concierge.

Outcome: Shows how AI can make a real-world passion project feel more doable by reducing the unknowns: planning the business, organizing hundreds of games, designing customer personas, and creating lightweight systems for members to find games and people to play with.