Persona Library
Community-sourced UX research

Who actually uses these products,
and what made them stay.

Deep persona profiles for the tools that run modern work. Community-validated. Exportable. Open for contribution.

26
descriptAPP-150
3 comments

The Descript Content Creator

A content creator, podcaster, or YouTuber who discovered that editing video by editing text is the workflow they always wanted. They are not a professional video editor — they are a creator who needs to edit video. They record long-form content and use Descript to clean it up: remove filler words, cut dead air, generate highlights, and export polished clips. They've tried Premiere and DaVinci Resolve but found the timeline-based editing paradigm unnecessary for talking-head and interview content.

Aha

A teammate asked how they managed edit video and audio by editing the transcript — cut a sentence, cut the video.”

descriptAPP-021
4 comments

The Descript Podcast Producer

A podcast producer, video content creator, or marketing team member who discovered Descript and now finds traditional timeline editing alienating. They edit by editing the transcript. They remove filler words in bulk. They record pickups without re-recording the whole segment. They've explained Descript to other editors and watched the same expression — skepticism that becomes revelation — every time. They are not a professional audio engineer. They produce content that sounds professional. That gap is Descript.

Aha

It happened mid-workflow — a 52-minute interview recording has just finished uploading.”

prismaAPP-063
4 comments

The Prisma TypeScript Developer

A backend or full-stack developer working primarily in TypeScript who uses Prisma as their database interface and considers the Prisma schema file to be the authoritative source of truth for their data model. They came from raw SQL, or from another ORM, and found that Prisma's type generation changed how they think about database access — not as a string-query problem but as a typed function call where the compiler tells them when something is wrong before it runs. They have strong feelings about the Prisma schema. Those feelings are mostly fond.

Aha

The shift was quiet.”

prismaAPP-151
4 comments

The Prisma ORM Developer

A TypeScript or Node.js backend developer who uses Prisma as their ORM. They chose it because the type safety and auto-generated client make database interactions feel like writing TypeScript, not SQL. They've come to depend on the schema-first workflow — define the schema, generate the client, write queries with full autocomplete. But they've also hit the wall where the ORM can't express what they need, and they have to drop down to raw SQL with a guilty feeling, like they're breaking the abstraction.

Aha

The developer is building a leaderboard feature that requires ranking users by score within time windows, with pagination.”

pikaAPP-198
4 comments

The Pika Video Creator

A social media manager, content creator, or marketer who uses Pika to generate short video clips for social media, ads, and content marketing. They're not a video editor — they're a marketer who needs video content faster than traditional production allows. They type descriptions and get video clips. They use image-to-video for product animations. They create motion graphics from static designs. They've learned that "good enough for social" is a valid quality bar, and Pika hits it in minutes instead of hours.

Aha

It happened mid-workflow — the social media manager needs 5 short clips for the week's content calendar.”

perplexityAPP-058
4 comments

The Perplexity AI-Native Searcher

A researcher, analyst, consultant, or curious professional who started using Perplexity for quick lookups and gradually shifted most of their search behavior to it. They value citations. They appreciate the synthesized answer more than a list of links they have to open and read. They trust it for most things. They verify independently for decisions where being wrong has consequences. They've tried to explain why they prefer it to people who use Google and have not fully succeeded because the difference is in the feel of the first answer, which doesn't translate to a verbal description.

Aha

It happened mid-workflow — they're researching a niche regulatory question for a client: the current status of SEC rules around.”

clayAPP-011
5 comments

The Clay Growth Operator

A growth lead, revenue ops manager, or technical sales operator who found Clay and spent two weeks rebuilding their entire outbound motion around it. They were already combining data from LinkedIn, Apollo, Clearbit, and spreadsheets manually — a process that was slow, inconsistent, and unscalable. Clay collapsed that into one workflow. They now build outbound lists in hours that previously took weeks. They are evangelical about it. They're also aware that most people at their company don't understand what they've built.

Aha

The head of sales wants a list of 500 Series B SaaS companies that have posted a VP of Sales job in .”

togglAPP-107
4 comments

The Toggl Self-Tracker

A freelancer, consultant, or productivity-conscious knowledge worker who tracks time for one of two reasons: they bill by the hour and accuracy is revenue, or they've realized they have no idea where their hours go and they want to find out. Both types start Toggl for practical reasons and discover something unexpected — tracked time is honest in a way that memory and intention are not. They've had the experience of thinking they spent 4 hours on a project and the timer saying 2.2. They've also had the reverse. Both were useful information.

Aha

It happened mid-workflow — they're a UX consultant.”

gitbookAPP-104
6 comments

The GitBook Developer Documentation Lead

A developer advocate, technical writer, or senior engineer at a developer-facing company who owns the documentation. They chose or inherited GitBook because it lowers the friction for engineers to contribute alongside the technical writers. They care about documentation quality in a way most of their colleagues don't — because they're the one who gets the support tickets when the docs are wrong. They know the gap between documentation that exists and documentation that works. They're trying to close it.

Aha

Not a single dramatic moment — more like a Tuesday at 3pm when they realized they hadn't thought about documentation that drifts from reality because nobody owns the update process in two weeks.”

obsidianAPP-129
4 comments

The Obsidian Plugin Developer

A developer who uses Obsidian for their own notes and started building plugins to scratch their own itch. They now maintain 1–5 plugins with thousands of downloads and a Discord channel full of feature requests. They know the Obsidian API intimately but wish it was better documented. They build in TypeScript, ship through the community plugin store, and handle support in their spare time. They love the Obsidian community but sometimes feel buried by the expectations that come with a popular free plugin.

Aha

Obsidian ships a new version and the developer's most popular plugin breaks.”

runwayAPP-192
4 comments

The Runway AI Video Producer

A video producer, creative director, or content creator who has integrated Runway into their production workflow. They use it for practical production tasks: generating b-roll from text prompts, extending clips that are a few seconds too short, removing backgrounds without green screens, and creating concept videos for client approval before shooting. They are not experimenting with AI video for fun — they are using it to solve production problems that were previously solved by money, time, or compromise.

Aha

A marketing team needs a 30-second concept video for a product launch.”

notion-aiAPP-167
3 comments

The Notion AI Content Strategist

A content strategist, knowledge manager, or team lead who uses Notion AI as part of their daily workflow inside Notion. They don't use it to write blog posts from scratch — they use it to summarize 45-minute meeting transcripts into action items, turn rough notes into structured documents, answer questions about information buried in the team's wiki, and draft from templates. They've found the sweet spot: AI handles the structure, they handle the thinking.

Aha

The shift was quiet.”

raycastAPP-157
3 comments

The Raycast Workflow Automator

A developer or technical power user on macOS who has made Raycast the nerve center of their computing workflow. They don't just launch apps — they manage clipboard history, control Spotify, search GitHub issues, translate text, convert currencies, and run custom scripts — all from a single keyboard shortcut. They've installed 15–30 extensions and written a few of their own. They are the person whose colleagues watch them work and ask "what is that tool and how do I get it." They measure productivity in keystrokes saved.

Aha

It happened mid-workflow — the developer starts their day.”

makeAPP-048
4 comments

The Make Power Automator

An operations lead, automation specialist, or technical non-developer who moved to Make (formerly Integromat) after hitting the ceiling on Zapier. They know what they wanted to build and Zapier's linear trigger-action model couldn't do it: conditional branches, iterators, error handlers, multi-route flows. Make could. They learned Make. They have built things in Make that non-technical people would describe as software and technical people would describe as creative. They exist in the middle of the developer-to-non-developer spectrum and they've built a practice there.

Aha

A client needs a system: when a new deal is created in HubSpot above a certain value, create a proje.”

vercelAPP-087
6 comments

The Vercel Frontend Developer

A frontend or full-stack developer with 2–8 years of experience who discovered Vercel and decided that deploy-on-push preview URLs should be table stakes for every project. They've tried to describe the Vercel experience to developers still using other deployment pipelines and can't fully convey it. They use Vercel for personal projects, client work, and have advocated for it at their company — sometimes successfully. Their bar for deployment infrastructure is now set by Vercel, which makes everything else feel like a step backward.

Aha

Not a single dramatic moment — more like a Tuesday at 3pm when they realized they hadn't thought about build times that climb as the project grows — especially Next.”

mondayAPP-052
3 comments

The Monday.com Team Lead

A team lead or department head at a company of 50–300 people who uses Monday.com as the primary place their team tracks work. They may not have chosen Monday — it was often adopted company-wide because the CEO liked the demo. They've made it work. Their board is actually used. They've built automations their team quietly depends on. They spend 30–60 minutes a day in Monday and would describe it as "pretty good once you know what you're doing," which is a backhanded compliment they mean sincerely.

Aha

Their team has just absorbed a new function.”

dovetailAPP-196
4 comments

The Dovetail Research Operations Manager

A UX research lead or research operations manager at a product company who uses Dovetail to turn the chaos of qualitative research — interview transcripts, survey responses, usability test recordings — into a structured, searchable insights repository. They tag, code, and synthesize findings so that when a PM asks "what do we know about onboarding friction?" the answer is a link, not a 3-week research project. They are the librarian of user insights, and they've learned that research nobody can find is research that didn't happen.

Aha

A teammate asked how they managed tag and code qualitative data (transcripts, notes, videos) with consistent taxonomy.”

vscodeAPP-088
6 comments

The VS Code Full-Stack Developer

A full-stack developer with 2–10 years of experience for whom VS Code is the primary tool of their craft — the place they spend most of their working day. They have a VS Code configuration that took months to arrive at and that they bring to every new machine. They know their extensions. They know their keybindings. They have an opinion about whether Prettier should run on save. Their editor is not the default installation — it's a reflection of how they think about working.

Aha

A teammate asked how they managed stay in flow state — the editor should get out of the way and let them write.”

pikaAPP-060
6 comments

The Pika AI Video Creator

A content creator, marketing director, or creative professional who has integrated AI video generation into their content workflow. They use Pika to turn static concepts, images, and text prompts into short video clips for social media, ads, and marketing presentations. They are not video producers. They don't have a camera setup, a motion designer on staff, or the budget for a production house for every asset. They have prompts and a process. They're producing things that didn't exist two years ago from a budget that hasn't changed.

Aha

A teammate asked how they managed produce motion content for social and marketing without a video production budget.”

retoolAPP-133
4 comments

The Retool Internal Tools Developer

A full-stack developer or engineering lead tasked with building internal tools — admin dashboards, customer support panels, operations consoles. They chose Retool because writing React apps for internal use felt wasteful, but they still need to write SQL, connect APIs, and handle auth. They are a developer using a low-code tool, which means they appreciate the speed but feel the constraints more acutely than a no-code user would.

Aha

The support team needs a tool to look up customer accounts, view their subscription history, and issue refunds.”

supabaseAPP-130
4 comments

The Supabase Indie Hacker

A solo developer or indie hacker building a SaaS product where Supabase is the entire backend. They chose Supabase because it gives them Postgres, auth, storage, and real-time out of the box — and they can ship their MVP in a weekend instead of a month. They write SQL directly, use Row Level Security because they have to, and treat the Supabase dashboard as their admin panel. They are building a business alone and Supabase is the co-founder that handles the backend.

Aha

The shift was quiet.”

retoolAPP-069
4 comments

The Retool Internal Tools Developer

A full-stack or backend developer at a startup or scale-up who has been asked — once too many times — to pull data from the database for a non-technical teammate. They discovered Retool as a way to give those teammates self-service access without giving them direct database access. They've built 3–8 internal tools: an admin panel, an operations dashboard, a customer lookup tool, and at least one thing they built in a weekend that the whole company now depends on.

Aha

Not a single dramatic moment — more like a Tuesday at 3pm when they realized they hadn't thought about retool queries that are fast in development and slow in production on real data volumes in two weeks.”

cursorAPP-135
4 comments

The Cursor AI-Native Developer

A developer who has made Cursor their primary IDE and restructured their workflow around AI-assisted coding. They don't use AI as autocomplete — they use it as a pair programmer, architect, and refactoring partner. They've learned which prompts work, which context windows matter, and when to trust the AI vs. when to verify manually. They are faster than they were in VS Code, but they've also developed new anxieties about code they didn't fully write.

Aha

The shift was quiet.”

rampAPP-148
3 comments

The Ramp Finance Controller

A finance controller, VP of Finance, or head of accounting at a 50–500 person company who chose Ramp because they were tired of chasing receipts, manually categorizing expenses, and closing the books a week after month-end. They manage corporate cards, set spend policies, and review transactions. They appreciate Ramp's automation but know that "automated" still means they're the one who catches the exceptions. They are the financial guardrail of the company.

Aha

It happened mid-workflow — month-end arrives.”

midjourneyAPP-172
3 comments

The Midjourney Visual Creator

A creative professional — designer, art director, marketer, or content creator — who has integrated Midjourney into their production workflow. They don't generate random images for fun; they craft prompts with precision to produce specific visual outcomes: hero images for landing pages, mood boards for brand development, concept art for product pitches, and social media visuals. They've developed a prompt vocabulary that gets consistent results. They understand that AI art isn't "pushing a button" — it's iterating, refining, and curating from dozens of generations.

Aha

Not a single dramatic moment — more like a Tuesday at 3pm when they realized they hadn't thought about consistent brand characters and specific product representations are still unreliable in two weeks.”

gitlabAPP-145
4 comments

The GitLab DevOps Engineer

A DevOps engineer or platform engineer who chose GitLab because the promise of "one tool for the entire DevOps lifecycle" was too compelling to ignore. They manage the CI/CD pipelines, configure the runners, set up the security scanning, and maintain the deployment workflows. They appreciate that everything lives in one place — no integrating GitHub with CircleCI with Snyk with ArgoCD. But they've also learned that "one tool that does everything" sometimes means "one tool that does everything at 80%."

Aha

Not a single dramatic moment — more like a Tuesday at 3pm when they realized they hadn't thought about cI pipeline configuration in YAML becomes deeply nested and hard to maintain as complexity grows in two weeks.”

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