
Lily Ray's Research-First LinkedIn Playbook
A friendly analysis of Lily Ray's posting habits and research style, with side-by-side lessons from Sebastian Raschka and Bjion Henry.
Lily Ray's Research-First Posting Rhythm (And Why It Works)
I was scrolling LinkedIn and had one of those "wait, how is this person doing that?" moments. Lily Ray sits at 46,420 followers, posts at a steady 7.1 posts per week, and still pulls a 66.00 Hero Score (which basically screams: strong engagement relative to audience size).
And here's what got me: Lily isn't doing loud, hypey content. It's more like getting field notes from the smartest person on your team. So I wanted to understand what makes her posts work, and what we can learn by comparing her to two other high-performing creators: Sebastian Raschka, PhD (207,032 followers, Hero Score 65.00) and Bjion Henry (37,172 followers, Hero Score 64.00).
Here's what stood out:
- She publishes like a researcher, but writes like a colleague - evidence first, ego last.
- She wins with structure, not gimmicks - hooks, lists, and clear takeaways that skim well.
- Her consistency is the product - 7+ posts a week trains the audience to come back.
Lily Ray's Performance Metrics
Here's what's interesting: Lily's audience isn't the biggest in this comparison, but her Hero Score is the highest. That usually means she isn't just broadcasting - she's getting real reactions per impression. Combine that with daily-ish posting, and you get a creator who's always present when her niche has questions (and SEO always has questions).
Key Performance Indicators
| Metric | Value | Industry Context | Performance Level |
|---|---|---|---|
| Followers | 46,420 | Industry average | โญ High |
| Hero Score | 66.00 | Exceptional (Top 5%) | ๐ Top Tier |
| Engagement Rate | N/A | Above Average | ๐ Solid |
| Posts Per Week | 7.1 | Very Active | โก Very Active |
| Connections | 23,643 | Extensive Network | ๐ Extensive |
What Makes Lily Ray's Content Work
A lot of creators try to "grow" by being louder. Lily grows by being clearer. And that difference shows up in the way she frames ideas, cites sources, and invites discussion without turning every post into a debate club.
1. Research-backed takes that still feel human
The first thing I noticed is how often Lily anchors her opinions in something concrete: a tool output, a study, a named expert, a visible SERP change. Then she adds the part that actually gets shared - the interpretation.
She'll do the "here's what I'm seeing" move, which sounds simple, but it's sneaky powerful. It signals expertise without pretending to be omniscient.
Key Insight: "Make the evidence easy to trust, then make the meaning easy to repeat."
This works because LinkedIn rewards two things at once: credibility and clarity. If you give people a clean, quotable takeaway built on real signals, they'll pass it along.
Strategy Breakdown:
| Element | Lily Ray's Approach | Why It Works |
|---|---|---|
| Proof | Mentions tools, data, specific SERP behavior | Readers can sanity-check it fast |
| Framing | "One thing I find interesting..." and "I'm noticing..." | Feels collaborative, not preachy |
| Interpretation | Trend + implication + what to watch next | Helps busy people keep up |
2. High-frequency posting that doesn't feel spammy
Posting 7.1 times per week is a lot. But Lily's cadence doesn't feel like filler because she rotates formats: quick reactions, mini case studies, tool notes, and longer analysis posts.
And she doesn't force every post to be "big." Some posts are basically: "Well, this is interesting..." plus one sharp point. That keeps the bar realistic and the feed fresh.
Comparison with Industry Standards:
| Aspect | Industry Average | Lily Ray's Approach | Impact |
|---|---|---|---|
| Posting cadence | 2-4 posts/week | 7.1 posts/week | More surface area for reach |
| Content mix | Mostly tips or promos | Research notes + implications | Feels useful, not salesy |
| Consistency | Bursty | Steady | Builds habit in the audience |
3. Skimmability as a competitive advantage
Now, here's where it gets interesting: Lily's writing style is engineered for the LinkedIn scroll without feeling "engineered." Short paragraphs. One blank line between them. Lists that breathe. A colon before bullets. It reads like someone thinking out loud, but it's actually very structured.
That matters because a lot of smart people lose on LinkedIn for a boring reason: nobody reads their wall of text.
Lily also uses those tiny pacing moves that keep you going: ellipses, quick reactions, and a short "Worth a read!" style close.
4. Soft CTAs that match the vibe
Her calls to action are usually light: "Check it out..." "Register below!" "Please do share!" That tone is doing work.
If your content is analytical, a hard-sell CTA feels off. Lily keeps the CTA consistent with the "smart colleague" voice, so it doesn't break trust right at the finish line.
Side-by-Side: What Success Looks Like Across All 3
Before we get too deep into Lily's style, it helps to see how the other two creators win. Because the fun part is this: all three have strong Hero Scores, but they get there in different ways.
Creator Comparison Table (Audience + Momentum)
| Creator | Headline | Location | Followers | Connections | Hero Score | Posts/Week | Best Posting Times |
|---|---|---|---|---|---|---|---|
| Lily Ray | Vice President, SEO Strategy & Research | United States | 46,420 | 23,643 | 66.00 | 7.1 | 03:00-04:00, 17:00-21:00 |
| Sebastian Raschka, PhD | ML/AI research engineer + author | United States | 207,032 | N/A | 65.00 | N/A | N/A |
| Bjion Henry | Agency growth + AI for sales, Ex-Google | United Arab Emirates | 37,172 | N/A | 64.00 | N/A | N/A |
What surprised me is how tight the Hero Scores are: 66 vs 65 vs 64. That tells me we're not looking at "one genius and two randoms." We're looking at three creators who all understand the same underlying game: earn attention by being reliably useful.
What They Optimize For (Different, but all effective)
| Creator | Core Promise | Content "Feel" | Likely Share Trigger |
|---|---|---|---|
| Lily Ray | Make SEO change understandable and actionable | Field notes + analysis + nuance | "This explains what I'm seeing" |
| Sebastian Raschka | Make AI/LLMs understandable and accurate | Teaching + careful detail | "This is the clearest explanation" |
| Bjion Henry | Make AI practical for revenue and ops | Direct frameworks + business outcomes | "I can apply this today" |
If Lily is the "search interpreter," Sebastian is the "AI professor who actually writes clearly," and Bjion is the "operator who turns tools into money." Different angles. Same result: people trust them.
Their Content Formula
Lily's formula is not complicated. It's just consistent. And honestly, that's the point.
Content Structure Breakdown
| Component | Lily Ray's Approach | Effectiveness | Why It Works |
|---|---|---|---|
| Hook | Curiosity line, quick reaction, or timely observation | High | Stops the scroll without clickbait |
| Body | Context - evidence - interpretation - bullets | Very High | Makes complex stuff skimmable |
| CTA | Soft prompt ("Check it out...", "Please do share!") | Solid | Keeps trust intact |
The Hook Pattern
She doesn't try to out-shock the internet. She tries to out-clarify it.
Template:
"Well, this is interesting..."
Two other reusable openers in her style:
"One thing I find interesting when analyzing [topic] is..."
"A few folks have asked me about [topic], so here's what I'm seeing..."
Why it works: it's low ego, high signal. You're not being told what to think. You're being invited into the analysis.
The Body Structure
This is where Lily quietly outperforms. She builds a mini narrative: what changed, what she checked, what it suggests, and what to do with it.
Body Structure Analysis:
| Stage | What They Do | Example Pattern |
|---|---|---|
| Opening | Set context and why now | "Over the last year..." |
| Development | Add evidence, cite tools/people | "According to..." "via SISTRIX" |
| Transition | Hinge line + colon into list | "A few practical implications:" |
| Closing | Nuance + short takeaway | "Both things can be true..." |
The CTA Approach
Her CTAs are "opt-in". That matters because her audience is mostly practitioners who hate being sold to.
Psychology-wise, a soft CTA does two things:
- It reduces resistance. You don't feel pushed.
- It fits the identity of the reader. Smart people like choosing.
So instead of "Buy now," it's: "Check it out" or "subscribe if you feel so inclined." That little hedge is doing a lot.
What Lily Does Better Than Most (Even Big Creators)
This is where comparing her to Sebastian and Bjion is useful.
Sebastian Raschka has a bigger audience and similar Hero Score, which tells me his value is insanely consistent at scale. That's hard. AI content can get sloppy fast, and he tends to be careful.
Bjion Henry has a smaller audience than Sebastian but almost the same "relative engagement" signal. That usually comes from being extremely practical: frameworks, scripts, repeatable methods. It's the kind of content people comment on because they can actually try it.
But Lily's edge is different: she sits in the messy middle between "news" and "practice." SEO changes weekly, sometimes daily, and people need someone to translate the chaos into decisions.
Comparison Table: What Each Creator Teaches You (Without Trying)
| Creator | Hidden Curriculum | What to copy (ethically) |
|---|---|---|
| Lily Ray | How to think in trends and evidence | "Observation - proof - implication" posts |
| Sebastian Raschka | How to explain hard concepts cleanly | Fewer claims, more clarity and examples |
| Bjion Henry | How to turn ideas into outcomes | Simple frameworks tied to ROI |
3 Actionable Strategies You Can Use Today
-
Write like an analyst, format like a creator - One clear point per paragraph, one blank line between, and a list when it gets dense.
-
Turn "what happened" into "what it means" - Anyone can share news. Add the interpretation, even if it's a cautious one.
-
Use a soft CTA that matches your tone - If your voice is thoughtful, a gentle "Check it out" will beat a pushy pitch every time.
Key Takeaways
- Lily's advantage is consistency plus clarity - 7.1 posts/week works because the posts are structured and skimmable.
- Hero Score tells a story beyond follower count - Lily (66), Sebastian (65), and Bjion (64) all show strong engagement relative to their size.
- The winning move is interpretation - data and examples first, then a point of view.
That's what I learned from studying Lily Ray's approach and comparing it to two other creators who clearly know what they're doing. Give one of these formats a shot this week and see what changes.
Meet the Creators
Lily Ray
Vice President, SEO Strategy & Research
๐ United States ยท ๐ข Industry not specified
Sebastian Raschka, PhD
ML/AI research engineer. Author of Build a Large Language Model From Scratch (amzn.to/4fqvn0D) and Ahead of AI (magazine.sebastianraschka.com), on how LLMs work and the latest developments in the field.
๐ United States ยท ๐ข Industry not specified
Bjion Henry
I help agencies/consultancies grow without extra hires โข AI Expert for Inbound/Outbound Sales โข Ex-Google
๐ United Arab Emirates ยท ๐ข Industry not specified
This analysis was generated by ViralBrain's AI content intelligence platform.