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Perplexity Labs

Handles deep research tasks and returns structured outputs with sources.

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What is Perplexity Labs?

Perplexity Labs is a project-building mode inside Perplexity, the AI-native answer engine, that turns a single natural-language prompt into a finished deliverable — a research report, spreadsheet, interactive dashboard, presentation, or small web app — instead of just a chat reply. Where a normal Perplexity search returns a sourced answer in seconds, a Lab runs for roughly 10 minutes or longer: it browses the live web for research, writes and executes Python and JavaScript to structure data and build charts, and compiles everything into a final output, still backed by the same cited-source standard as regular search.

Labs launched in May 2025. As part of Perplexity's February 2026 product update, the feature was renamed "Create files and apps" and moved into the app's "+" menu alongside Deep Research, Model Council, and Learn step by step — though it continues to be widely referred to by its original name, Labs. It is built by Perplexity AI, Inc., founded in 2022 in San Francisco by Aravind Srinivas, Denis Yarats, Johnny Ho, and Andy Konwinski.

Core Features

Deep Research-Backed Generation

Every Lab browses the live web and cites its sources before producing a deliverable, the same sourcing standard as a normal Perplexity search.

Multi-Format Output

A single prompt can generate a report, spreadsheet, dashboard, presentation, or small interactive web app, exportable as PDF/DOCX, XLSX, PPTX/HTML, or a shareable app URL.

Code Execution

Writes and runs Python and JavaScript to structure data, apply formulas, generate charts, and build the HTML/CSS/JS behind interactive apps.

Tasks Pane

Shows the exact subtasks Labs is working through and how research and data flow between them, so progress stays visible instead of hidden behind a spinner.

Sources Pane

Lists every source consulted during research so outputs can be fact-checked back to their origin.

Assets Pane

Collects every generated file — charts, images, CSVs, and underlying code — in one place to view or download.

Apps Pane

Interactive dashboards, mini-apps, or presentations Labs builds can be used live inside the project or shared via a dedicated URL.

How to Use Perplexity Labs

  1. Open Perplexity on web, iOS, or Android (Mac and Windows app support is expanding) and start a Lab — reachable from the mode selector, or since the February 2026 update, from the "+" menu under "Create files and apps."
  2. Enter a detailed prompt describing the end result you want, for example "build a dashboard tracking AI startup funding rounds with charts and a watchlist." More specific prompts produce meaningfully better results than vague ones.
  3. Wait while Labs works — a project typically takes about 10 minutes or longer. The Tasks pane shows the exact subtasks it's running and how information flows between them; you can tap "Notify me" for an alert instead of watching the progress bar.
  4. Check the Sources pane to see what was consulted during research, and the Assets pane for every file produced, including charts, images, CSVs, and the underlying code — Python scripts, or the HTML/CSS/JS behind a web app.
  5. If Labs built an interactive app or dashboard, open the Apps tab to use it live inside the project, or share it via its own dedicated URL.
  6. Refine the result with follow-up prompts. Asking for the smallest possible change tends to work better than broad revision requests, which can cause the system to over-engineer and break functionality that already worked.

Use Cases

  • Turning a business's financial CSV exports into a mini dashboard with charts that surface key metrics automatically, instead of building it by hand in a spreadsheet tool.
  • Building an interactive tracker around a specific dataset — for example AI startup funding rounds, a sports team's results and fixtures, or global conflict monitoring — complete with maps, filters, and watchlists.
  • Producing a multi-section research report backed by cited sources on a topic that would otherwise take several manual searches to piece together.
  • Assembling a marketing campaign plan, a meal-planning spreadsheet, or a personal finance breakdown from a single prompt.
  • Rapid prototyping of a small, self-contained web app — a calendar, a data explorer, a simple presentation — without opening a separate coding tool.
  • Getting a downloadable, ready-to-share deliverable (a PDF/DOCX report, an XLSX spreadsheet, a PPTX/HTML presentation, or a hosted web app URL) directly from a chat-style prompt.

Pros & Cons

Pros

  • Deep research is built into every output rather than bolted on afterward — Labs cites the sources it used, the same standard as a normal Perplexity search, which is unusual among AI app-builder and report-generation tools
  • One prompt can produce very different deliverable types — reports, spreadsheets, dashboards, presentations, or a small deployed web app — instead of needing a different tool for each output format
  • The Tasks/Sources/Assets/Apps layout keeps a project's research trail, generated files, and final interactive output all visible and downloadable in one place, instead of hidden behind a single chat reply
  • Available across web, iOS, and Android through the same interface used for everyday Perplexity search, with no separate account or tool to learn

Cons

  • Requires a paid Pro ($20/month, 50 Labs queries per month) or Max ($200/month, unlimited) subscription — the free tier has no Labs access
  • Independent testing has found the system prone to over-engineering on iterative revision requests, sometimes breaking previously working functionality, and to producing outdated or inaccurate results on fast-changing topics like live sports or breaking news
  • The feature was renamed "Create files and apps" and moved into the "+" menu in Perplexity's February 2026 update, which can make it harder to find for users still looking for a mode literally labeled "Labs"
  • Some generated features, such as export-to-CSV buttons or live alerts inside a dashboard, may be visually present but not fully functional, since outputs are self-contained front-end code rather than full deployed backends

Pricing

Free

$0

  • No access to Labs / Create files and apps
  • Standard Perplexity search with a daily query cap

Pro

$20/month (or $200/year)

  • 50 Labs queries per month
  • Removes the standard search cap and unlocks premium AI models
  • Available on web, iOS, and Android

Max

$200/month (or $2,000/year)

  • Unlimited Labs usage per month
  • Everything in Pro, plus higher limits and advanced reasoning models
  • Access to Perplexity Computer and Model Council

Enterprise

Custom (contact sales)

  • Enterprise Max tier includes unlimited Labs and Research access
  • 4,000 Pro Searches per week and 500 Research queries per month per user
  • Centralized billing and admin controls

Frequently Asked Questions