Lesson 10 · Perplexity Mastery Pro+ ~11 min Autonomous builds

Labs: agentic builds, not searches.

Labs is Perplexity's autonomous mode for long-running tasks. Unlike a search or a chat answer, it takes a prompt and produces a finished artifact — a working web app, a structured spreadsheet, a multi-page report, even a small site. It's the most ambitious of Perplexity's agentic modes. The skill is briefing it well, watching the midpoint, and knowing what you've actually got back.

The mental model

It builds the thing — and runs for an hour doing it.

A search answers a question; Deep Research hands you a deliverable in minutes; Labs runs autonomously for tens of minutes to hours and comes back with something built. That power cuts both ways: you can hand it a multi-day project, but a long unsupervised run can also wander off course. Briefing and a midpoint check are the whole game.

Do it · is this a Labs job?

Labs, or just ask?

Labs is for tasks that produce a built artifact and take real time. Don't spin it up for something a chat answer settles in seconds.

Route each task0 / 4
Do it · run it, and watch the midpoint

Start a long run — then check in.

You've briefed Labs for a deep market report. Start it. Long runs need monitoring: at the halfway mark, Labs reports its direction — and that's your chance to catch drift before it wastes the back half.

🧪 Labs · long-running task
Task: "25-page market analysis of the AI-native CRM category, mid-2026. Top 12 vendors, forecast with charts, 18-month outlook. Save as Word + PowerPoint. Cite every claim." · ~75 min
Planning sections…0%
⏸ Midpoint check-in
Labs reports: "Drafting a 25-page analysis of CRM software broadly — covering Salesforce, HubSpot, and the major incumbents." Your brief said AI-native CRM. What do you do?
✓ Run complete — deliverables ready
📄
ai-native-crm-2026.docx
25 pages · cited
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ai-native-crm-deck.pptx
outline · 14 slides
Know what you've got

It's a prototype, not a product.

Labs also builds working tools — describe an app and it ships a clickable one. But there's a line between "built" and "ready."

Labs just built you a working customer-facing pricing calculator from a one-paragraph prompt. Ship it to the live site today?
Treat it as a prototype. Labs apps are starting specs, not production code. For anything customer-facing or business-critical, verify the logic, check the numbers, and harden it before it goes live. The magic is going from idea to working prototype in an hour — not skipping QA.
The most-leveraged pattern

Combine Labs with a Space. Keep an ongoing Space for a topic — sources, notes, instructions accumulating over weeks — then invoke Labs from inside it: "build a 10-slide board briefing from this Space's research." Labs uses the Space as input. One caveat: the deliverable is only as good as the Space's sources, so audit the Space before you generate anything high-stakes.

You finished the track

Five agentic modes, mapped.

That's the whole Perplexity agent stack — each a different shape of "do it for me."

🏆

Perplexity Mastery, complete.

You can search with citations, organize in Spaces, order deliverables, stress-test answers across models, and hand Labs a multi-hour build. The next horizon is integration — wiring Perplexity into your CRM, your data, and your workflows.

Try a build prompt in the playground →

Challenge: run one Labs task end-to-end

Pick a project you've put off because it'd take days. Brief it tightly for Labs, set it running, and check in at the midpoint to confirm direction. Come back to the finished artifact — and watch the gap between "I should build this someday" and "it's built" shrink to an afternoon.

What you can do now

  • Use Labs for finished artifacts and long builds, not quick answers
  • Check in at the midpoint to catch a run that's drifting off-scope
  • Treat Labs apps and tools as prototypes — QA before production
  • Combine Labs with a Space for ongoing research → on-demand deliverables
  • Verify data and claims before sharing Labs output externally
Pro+
You finished Perplexity Mastery

The full Perplexity ecosystem

You've covered Comet, Spaces, Deep Research, Model Council, and Labs — every major agentic mode. The next horizon is integration: connecting Perplexity to your CRM, your data, and your workflows. Back to the track →

🎓
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