Scale Advantage Research

Partner at multi-$B asset manager. All views my own and not investment advice.

[Scale Advantage Research @scaleadvantage]

Scale creates unfair advantages.

After more than a decade as a public market tech investor, this has been one of my biggest takeaways.

In tech, scale can show up in many forms: e-comm logistics assets, ads signals, datacenter infrastructure, distribution defaults, R&D engines, software bundles, go-to-market reach, partner ecosystems, and highly engaged user bases.

These advantages often create deep moats, strong secular growth, and superior economics. Scale is not always enough - it can breed complacency, and management execution remains critical. But more often than not, scale begets scale. That flywheel is what allows great businesses to compound for years.

That's the idea behind this account: Scale Advantage.

The goal is to share observations, frameworks, and case studies that are useful for investors, operators, and anyone interested in how exceptional businesses build and sustain advantage.

I’ve been on Twitter/X for years as a reader. I’ve learned a lot here, and now I want to participate more actively. Feel free to DM, excited to meet + learn from others in this community.

Everything I write reflects my own personal views and is not investment advice.

[Scale Advantage Research @scaleadvantage]

@SouthernValue95 😀

[Scale Advantage Research @scaleadvantage]

@SouthernValue95 @dylan522p @OpenAI @AnthropicAI @dwarkesh_sp @xai Not crazy: https://t.co/wNz1iozTPi

[Scale Advantage Research @scaleadvantage]

1/ $META's AI lab (MSL) rebuilt their entire research stack from scratch and the first model off that stack is already showing better token efficiency than most competitors. Anthropic's CFO explained on Invest like the Best why that variable compounds through the entire R&D flywheel: cheaper RL, faster iteration, each model generation accelerating the next. This dynamic is unappreciated by investors and highlights why Muse Spark should make one bullish about META’s model trajectory. 🧵

[Scale Advantage Research @scaleadvantage]

$MSFT Copilot may have just hit its tipping point.

Microsoft has quietly closed the gaps that made it a laggard.

→ Copilot Cowork - takes action across M365, now on par with Claude Cowork
→ Highly improved UI/design
→ Converged the confusing maze of products + entry points into one super app
→ Excel Copilot that actually delivers
→ Differentiated, context-aware “WorkIQ” graph underpinning

All for a very compelling $30/user/month.

The set-up for accelerating adoption is here.

[🚨 AI News | TestingCatalog @testingcatalog]

BUILD 🔥: Exclusive, an early look at Copilot Code and Copilot Cowork tabs of the upcoming super app from Microsoft, following earlier leaked screenshot of the Scout 24/7 Agent.

Developers, Developers, Developers 👏

[Scale Advantage Research @scaleadvantage]

Sell-side out with their estimates of incremental profits from $META's subscription products.

DB: 4-13% EPS upside
Wolfe: 8% EPS upside
Wells Fargo: 12% EPS upside

This is the biggest new rev/EBIT stream announced YTD.

[Scale Advantage Research @scaleadvantage]

Thank you. On long-term penetration rates, certainly possible as they add more features to the bundle as Noami Gleit alluded to in announcement. I do worry META's higher mix of emerging market users (more than half of user base) and older demo vs. SNAP caps some of the upside. But I may be underestimating the mix of quasi-influencers on IG (vs. SNAP) that would find this very valuable.

[Scale Advantage Research @scaleadvantage]

@Couch_Investor They have 3 properties with ~3B users that are all launching plus plans and also have the AI and business plans. When add all up that’s 12% upside to EPS. Full math here:
https://t.co/xDIwmKNDFI

[Scale Advantage Research @scaleadvantage]

1/ $META just launched IG, FB, and WhatsApp subscriptions globally and started testing Meta One, its umbrella brand for AI, creator, and biz plans. The market underappreciates the upside, ~12% to META EPS. Here is the math, based on $SNAP's subscription journey🧵

[Scale Advantage Research @scaleadvantage]

@beniaminoblanco @evrgn11112231 @SupBagholder 🎯

[Scale Advantage Research @scaleadvantage]

@evrgn11112231 @SupBagholder Agreed. But nice to have a hedge!

[Scale Advantage Research @scaleadvantage]

@RihardJarc $SNAP is indeed the best comp, see below for my attempt at sizing how large $META sub biz could be:
https://t.co/xDIwmKNDFI

[Scale Advantage Research @scaleadvantage]

1/ $META just launched IG, FB, and WhatsApp subscriptions globally and started testing Meta One, its umbrella brand for AI, creator, and biz plans. The market underappreciates the upside, ~12% to META EPS. Here is the math, based on $SNAP's subscription journey🧵

[Scale Advantage Research @scaleadvantage]

Couple pushbacks:

- Meta Verified goes after creators vs these features have more mass market appeal and the price point limited adoption at $12-15/mo vs this is $4/mo.
- I don't think you're right that Instagram Plus is mostly existing features behind a paywall, see below list.
- The added features seem pretty compelling.

NEW functionality:
1/ Aggregate story rewatch counts
2/ Multiple custom audience lists (only Close Friends exists today)
3/ Story spotlight boost
4/ Extending stories past 24 hours
5/ Incognito story viewing
6/ Posting to profile without hitting follower feeds
7/ Super Heart reactions
8/ Custom app icons
9/ Customizable bio fonts

EXISTING, just expanded:
10/ More profile pins (currently capped at 3)

AMBIGUOUS:
11/ Story viewer list search

That's 9 of 11 net new, 1 expansion, 1 unclear.

[Scale Advantage Research @scaleadvantage]

I don't think you're right that Instagram Plus is mostly existing features behind a paywall. Going through the list:

NEW functionality:
1/ Aggregate story rewatch counts
2/ Multiple custom audience lists (only Close Friends exists today)
3/ Story spotlight boost
4/ Extending stories past 24 hours
5/ Incognito story viewing
6/ Posting to profile without hitting follower feeds
7/ Super Heart reactions
8/ Custom app icons
9/ Customizable bio fonts

EXISTING, just expanded:
10/ More profile pins (currently capped at 3)

AMBIGUOUS:
11/ Story viewer list search

That's 9 of 11 net new, 1 expansion, 1 unclear. This is not like SNAP where they moved existing functionality behind a paywall.

https://t.co/9xuS6c7GXm

[Scale Advantage Research @scaleadvantage]

I don't think you're right that Instagram Plus is mostly existing features behind a paywall. Going through the list:

NEW functionality:
1/ Aggregate story rewatch counts
2/ Multiple custom audience lists (only Close Friends exists today)
3/ Story spotlight boost
4/ Extending stories past 24 hours
5/ Incognito story viewing
6/ Posting to profile without hitting follower feeds
7/ Super Heart reactions
8/ Custom app icons
9/ Customizable bio fonts

EXISTING, just expanded:
10/ More profile pins (currently capped at 3)

AMBIGUOUS:
11/ Story viewer list search

That's 9 of 11 net new, 1 expansion, 1 unclear. This is not like SNAP where they moved existing functionality behind a paywall.

https://t.co/9xuS6c7GXm

[Scale Advantage Research @scaleadvantage]

And Mark just said this is on the table.
https://t.co/a035FIxyEQ

[Supreme Bagholder @SupBagholder]

What the market doesn't understand is that the Anthropic x SpaceX deal adds a downside protection for $META.

SpaceX rents out 300+ MW (220k GPUs) of compute for 15B/year.

$META owns >1.3M GPUs as of 2025 YE.

[Scale Advantage Research @scaleadvantage]

@StockSavvyShay This pencils to $19B of additional revenue and 12% EPS upside. See here for math:
https://t.co/g9zj6PE72h

[Scale Advantage Research @scaleadvantage]

1/ $META just launched IG, FB, and WhatsApp subscriptions globally and started testing Meta One, its umbrella brand for AI, creator, and biz plans. The market underappreciates the upside, ~12% to META EPS. Here is the math, based on $SNAP's subscription journey🧵

[Scale Advantage Research @scaleadvantage]

@SupBagholder @evrgn11112231 @fivepointscap

[Scale Advantage Research @scaleadvantage]

1/ $META just launched IG, FB, and WhatsApp subscriptions globally and started testing Meta One, its umbrella brand for AI, creator, and biz plans. The market underappreciates the upside, ~12% to META EPS. Here is the math, based on $SNAP's subscription journey🧵

[Scale Advantage Research @scaleadvantage]

7/ Caveats: Whatsapp and Facebook Blue may monetize at lower rates, sub uptake unproven at this scale (Snap much smaller), and will depend on how compelling the paid features are. But even with big haircuts, hard to see how this doesn't drive at least 5% of EPS upside.