Key takeaways
- Perplexity is an answer engine: web search with citations is the core of the product.
- Perplexity is stronger for open web research and deep research reports, and lists more than 400 app connectors.
- Pebbles Ai research also carries inline citations, but sits inside a workspace with leads, a CRM and inboxes.
- Pebbles Ai writes outreach from Company Intel and saves emails as drafts in your own mailbox.
What is each product built for
Perplexity is built to answer questions from the web with citations, and Pebbles Ai is built to run go-to-market work from research through to outreach. Perplexity returns cited answers, writes deep research reports on paid plans and, on Enterprise, surfaces answers from your own files.
Pebbles Ai treats research as one step in a longer job. Its assistants read company websites and public sources and reply with inline numbered citations, then the same workspace finds the people to contact, keeps them as CRM records and drafts the first message.
Where is Perplexity stronger
Perplexity is stronger for open-ended web research. Search and cited answers are the centre of the product, and paid plans add deep research for longer reports, which suits market scans, trend questions and fact-checking.
It also reaches further into other tools and the browser. Perplexity lists more than 400 app connectors and file uploads, and its Enterprise plan includes the Comet agentic browser.
- Web search and cited answers as the core product, with deep research on paid plans.
- More than 400 app connectors, by its own count, and the Comet agentic browser on Enterprise.
- Enterprise answers drawn from your own files.
- Documents, apps and Computer access listed on its Pro plan.
Where does Pebbles Ai work differently
Pebbles Ai connects research to action. Research replies carry inline numbered citations and a source list, and the next step happens in the same place: describe your ideal customer and the assistant finds matching companies, then the right people at up to ten of them.
Take an illustrative recruitment software firm exploring a new market. In an answer engine, the team learns which kinds of agencies are growing and copies the findings into a document. In Pebbles Ai, the same question leads to a list of matching companies, leads by role and location at the chosen ones, CRM contacts with a work email where one is found, and email and LinkedIn drafts written in the firm's brand voice.
- Company search returns up to 50 companies a search from a description of your ideal customer.
- Leads land as CRM contacts in a segment, with a confidence score and a catch-all flag.
- Company Intel holds your business knowledge and brand voice for every draft.
- Outreach up to seven touches, with emails saved as drafts in your connected Gmail or Outlook.
Which should your team choose
Choose Perplexity when the question is open and the output is understanding: market research, competitor scans or quick fact-finding. Choose Pebbles Ai when the output must become pipeline: a target list, CRM records and outreach that sounds like your company.
Research-heavy teams can keep both: an answer engine for wide exploration, and Pebbles Ai for the people who own pipeline and need to act on what was found.
What should you check before switching
Check what kind of research you need, because Pebbles Ai reads known public URLs and bounded sections of company websites rather than acting as a general web answer engine. There is nothing to migrate from Perplexity, so the useful test is one real account list.
- Run the same account research in both and compare the sources each one cites.
- Connect Gmail or Outlook so outreach can be saved as drafts.
- Build Company Intel from your website and files before writing campaigns.
- Compare security marks: Pebbles Ai holds CASA II and Microsoft 365, is GDPR compliant, and has SOC 2 Type II and ISO 27001 pending.
Pebbles Ai and Perplexity side by side
How each product handles research and the sales work that follows it.
| Pebbles Ai | Perplexity | |
|---|---|---|
| Primary job | A workspace of AI assistants for research, leads, outreach drafting, CRM and inboxes. | An AI answer engine that searches the web and returns cited answers. |
| Research and citations | Research replies carry inline numbered citations and a source list. | Citations in every answer; deep research on Pro, and expert-level research on Max. |
| Company context and memory | Company Intel holds your business knowledge and brand voice; Your memory, Project memory and Company memory carry context between chats. | Pro lists more memory; Enterprise surfaces answers from your files. |
| Finding prospects | Describe your ideal customer and the assistant finds companies, up to 50 a search; Find fresh leads finds people at 1 to 10 named companies. | See their site |
| CRM | Built-in CRM, labelled Beta: deals, Kanban, saved views, ICPs, tasks and notes. | See their site |
| Outreach and inboxes | Email and LinkedIn campaigns written up to seven touches, emails saved as drafts in Gmail or Outlook; Smartbox and Socialbox inboxes. | See their site |
| Integrations | Gmail, Outlook, Google Calendar, Slack, Notion and MCP catalogue servers; API keys on Team and above. | Lists 400+ app connectors and file uploads, plus the Comet agentic browser. |
| Security marks | CASA II and Microsoft 365 held; GDPR compliant; SOC 2 Type II and ISO 27001 pending. | See their trust page |
Checked 2 November 2026 on each vendor's public pages. "See their site" means the pages we checked do not cover the point, not that the product lacks it.
About Perplexity
AI answer engine and research assistant
An AI answer engine that searches the web and returns cited answers, with deep research, app connectors, the Comet browser and an enterprise tier that searches company files.
Best for: People who want quick, cited answers from the web and deep research reports, and organisations that want the same over their internal files.
What its own pages say
- Free plan described as search with answers and citations; the page lists citations in every answer. Source: Perplexity
- Pro lists deep research, creating documents and apps, Computer access and more memory; Max lists expert-level research and the highest usage limits. Source: Perplexity
- Lists 400+ app connectors and file uploads. Source: Perplexity
- Enterprise surfaces answers from your files, and includes the Comet agentic browser and Computer. Source: Perplexity
- Free, Pro and Max for individuals, plus Enterprise plans for organisations. Source: Perplexity
Where Perplexity is stronger
- Web search and cited answers are the core product, with deep research reports on paid plans.
- The 400+ app connectors it lists, and the Comet agentic browser.
Where Pebbles Ai differs
- Research replies carry inline numbered citations and a source list, inside a workspace that also holds your leads, CRM and inboxes.
- Research can end in a lead list: the assistant finds companies that match your ideal customer, then the right people at up to ten of them.
- Company Intel holds business knowledge and brand voice built from your website, files and pasted text, and the assistants write from it.
- Writes email and LinkedIn outreach, up to seven touches, saved as drafts in your connected Gmail or Outlook mailbox.
Before you switch
- Nothing to migrate.
- Teams can keep Perplexity for open web research and use Pebbles Ai to turn research into leads, CRM records and outreach drafts.
We make Pebbles Ai. Facts about other products come from their own public pages, checked on .
Where Pebbles Ai fits
- CapabilityResearch & analysisThe assistants read company websites and public sources and reply with inline numbered citations and a source list, in the language you write in.
- CapabilityProspecting & customer recordsDescribe your ideal customer; your assistant finds matching companies, then the right people at up to ten of them, and the leads land in the CRM.
- CapabilityOutreach contentEmail and LinkedIn outreach is written from your company knowledge, up to seven touches, with emails saved as drafts in your connected mailbox.
Common questions
Does Pebbles Ai cite its sources like Perplexity?
Yes. Research replies carry inline numbered citations and a source list, so you can check each claim before using it.
Can Pebbles Ai search the whole web?
Not in the way an answer engine does. Pebbles Ai reads known public URLs and bounded sections of company websites to research accounts. For wide open-web exploration, an answer engine such as Perplexity is the stronger fit.
Can a team keep Perplexity for research beside Pebbles Ai?
Yes. Nothing needs migrating, so a team can keep Perplexity for open research and use Pebbles Ai to turn findings into leads, CRM records and outreach drafts.
Does Pebbles Ai find phone numbers for leads?
No. Each lead lands as a CRM contact with a work email where one is found, a confidence score and a catch-all flag.
About this page. Written by the Pebbles Ai team for people who run sales, marketing and growth. Last updated .