Core 6 min read Updated 2026-09-09

Viral Finder: Outlier Scoring & Topic Discovery

Analyze top LinkedIn creators, discover viral outlier posts with high engagement scores, explore trending topics, and remix winning hooks into your content.

What is the Viral Finder?

Viral Finder (/dashboard/content/viral-finder) is Reachvo's content research and inspiration engine for LinkedIn. Instead of guessing what topics will resonate or staring at a blank editor, Viral Finder allows you to analyze any creator or competitor profile, discover breakout outlier posts, and track real-time trending topics across LinkedIn.

Reachvo automatically computes an Engagement Score and Outlier Multiplier for every post, revealing which content frameworks, hook cadences, and subject angles generated extraordinary audience reach.

┌────────────────────────────────────────────────────────────────────────────────────────────────────────┐
│ Viral Finder                                                                                           │
│ Discover viral LinkedIn posts and trending topics in your niche.                                       │
├────────────────────────────────────────────────────────────────────────────────────────────────────────┤
│ [ Viral feed ]     [ Trending topics ]     [ Saved ]                                                   │
└────────────────────────────────────────────────────────────────────────────────────────────────────────┘

1. The 3 Core Tabs

Tab Name Purpose Key Functionality
Viral Feed Deep-dive into individual creator profiles. Enter any LinkedIn profile URL to analyze historical posts, calculate baseline engagement, and surface top viral outliers.
Trending Topics Discover hot conversations across LinkedIn. Browse curated posts filtered by Global trending, My competitors, and From your feed.
Saved Your personal content swipe file. Store bookmarked posts to reference hook structures or load them directly into the Studio composer.

2. Analyzing a Creator in the Viral Feed

The Viral feed tab provides an in-depth creator analysis engine:

┌────────────────────────────────────────────────────────────────────────────────────────────────────────┐
│ [ Link ] https://linkedin.com/in/username                                            [ Analyse Profile ]│
│ Using Google: Gemma 4 31B (free) · Recommended: Anthropic: Claude Sonnet 3.5 for reasoning-heavy analysis│
├─────────────────────────┬──────────────────────────────────────────────────────────────────────────────┤
│ CHECKED PROFILES        │ [ Search posts...                                                          ] │
│                         ├──────────────────────────────────────────────────────────────────────────────┤
│ [Avatar] Justin Welsh   │                                                                              │
│          Sep 8, 2026    │                      Select a creator profile to view                        │
│                         │                              their top posts.                                │
│ [Avatar] Lara Acosta    │                                                                              │
│          Sep 6, 2026    │                                                                              │
└─────────────────────────┴──────────────────────────────────────────────────────────────────────────────┘

How to Analyze a Profile (Step-by-Step):

  1. Paste Profile URL: Enter the creator's full LinkedIn URL (e.g. https://www.linkedin.com/in/creator-name) into the input bar.
  2. Select Analysis Model: Reachvo defaults to fast free models (e.g. Google Gemma 4 31B), with recommendations to use reasoning models (like Claude 3.5 Sonnet) for nuanced tone and hook deconstruction.
  3. Click Analyse Profile: Reachvo fetches recent post history, calculates the creator's average engagement baseline, and displays their top posts.
  4. Checked Profiles Sidebar: Analyzed creators are automatically saved to your left sidebar. Click any creator name to reload their post feed instantly without re-entering their URL.

NOTE

Extension Connection: Profile analysis connects via the Reachvo Chrome Extension (connected in Settings → Accounts).

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3. Understanding Outlier Scores & Post Cards

Not all high-engagement posts are equal. A creator with 1,000,000 followers will routinely receive 500 likes. However, when a creator with 10,000 followers receives 3,000 likes, that post is a true outlier:

┌────────────────────────────────────────────────────────────────────────┐
│ [Avatar] Dr. Yolanda Nollie                               [ Bookmark ] │
│                                                                        │
│ One social media shoutout made a major difference for a Black-owned   │
│ small business. After children's educator Ms. Rachel amplified...      │
│                                                                        │
│ Engagement Score                                                  824  │
├────────────────────────────────────────────────────────────────────────┤
│ Likes: 737   ·   Comments: 9   ·   Shares: 23              9/6/2026    │
│ [ Write from this -> ]                        [ See Engagers ]         │
└────────────────────────────────────────────────────────────────────────┘

Outlier Score Scale:

Outlier Score Significance Actionable Takeaway
1.0x – 2.0x Standard Baseline Typical daily performance for that creator's audience size.
3.0x – 4.9x Strong Outlier Above-average performance; proven hook formula worth studying.
5.0x – 10.0x+ Viral Breakout Massive reach that expanded far beyond initial followers. High probability of success when remixed into your niche.

Engagement Score Calculation:

Reachvo calculates a weighted score for each post:
$$\text{Engagement Score} = \text{Likes} + (\text{Comments} \times 2) + (\text{Shares} \times 3)$$


Clicking the Trending topics tab opens a real-time feed of viral content across three specialized sub-filters:

┌────────────────────────────────────────────────────────────────────────────────────────────────────────┐
│ [ Global trending ]        [ My competitors ]        [ From your feed ]                                │
├────────────────────────────────────────────────────────────────────────────────────────────────────────┤
│ ┌───────────────────────────┐ ┌───────────────────────────┐ ┌───────────────────────────┐             │
│ │ Dr. Yolanda Nollie        │ │ Arvid Pedersen            │ │ Rodrigo Silva             │             │
│ │ Score: 1,583              │ │ Score: 371                │ │ Score: 494                │             │
│ │ [Likes 1,195 · Comments 74]│ │ [Likes 265 · Comments 5] │ │ [Likes 461 · Comments 12] │             │
│ └───────────────────────────┘ └───────────────────────────┘ └───────────────────────────┘             │
└────────────────────────────────────────────────────────────────────────────────────────────────────────┘

Sub-Filter Breakdown:

  1. Global trending: High-velocity posts going viral across global B2B networks in the last 7 days.
  2. My competitors: Posts published by profiles you are actively tracking in Content → Competitor Tracker (/dashboard/content/competitors).
  3. From your feed: Top-performing updates from your direct 1st-degree connections and followed creators.

5. Actions You Can Take on Any Post

When reviewing posts in the Viral Feed or Trending Topics, Reachvo provides four core actions:

1. "Write from this" (AI Remix)

Clicking Write from this opens the post in Content Studio Composer (/social/compose). Reachvo's AI will:

  • Isolate the psychological structure of the original hook.
  • Preserve the cadence (e.g. Bold Claim → Context → 3-Step Solution → Question).
  • Rewrite the body copy tailored to your industry, target audience, and brand voice.

2. Bookmark to Saved Swipe File

Click the Bookmark icon in the top-right corner of any post card to save it to your Saved tab. Use this to curate inspiration libraries for future content sprints.

3. See Engagers (Lead Generation)

Click See Engagers to view the profiles of individuals who liked or commented on that viral post. Since these users are actively engaged in your topic vertical, you can import them directly into your Prospects directory or target them in Outreach Campaigns.

4. Full Post Inspection

Click anywhere on the post text to expand the full formatted modal, including emojis, line spacing, image attachments, and comment threads.


Best Practices for Remixing Viral Content

TIP

The Ethical Framework-Remix Rule:

  1. Never Plagiarize: Never copy a creator's post word-for-word.
  2. Extract the Skeleton: Notice the rhythm (e.g. "90% of founders fail at X. Here is the 4-step framework I used to fix it:").
  3. Inject Your Own Proof: Replace their examples with your authentic data, personal stories, and domain expertise.