in10x//theses
T1 // app_layer//2026-08-04

App Layer Eats the Model Layer

Intelligence becomes free; value flows to applications with proprietary data and workflows, not model labs

today's evidence: strongly supports DOUBLE DOWN REVIEW 8 days running with the evidence behind it

the chip is what today's evidence says: green means the world moved the way this bet needs, red means it moved against it. it reads the day, not the money. the receipts quietly keep track of that.

today's readChinese open models still hold over 60% of routed traffic and Alibaba is shipping another open-weight model that claims to match top closed systems, while enterprise software names keep posting solid AI product demand.

→ watch tomorrow: Whether Alibaba actually drops the Qwen3.8-Max weights on Hugging Face next week and how close independent tests say it gets to Claude.

// the deal, written down first

a bet is only honest if it can lose. these two lines went down before the money did and are never edited: the first is what makes me admit the idea is wrong, the second is what makes me lean in harder.

KILL IF

A closed frontier model holds a durable capability moat for 12+ months

DOUBLE DOWN IF

Open weights match frontier within 3 months of every major closed release

// connected bets · where this one links to the rest

// the pick · the best way to own this idea today

$NOW ServiceNow

Workflow platform — owns the enterprise processes AI agents have to run through

ServiceNow still has the cleanest mechanism exposure with +24% revenue growth, 74.8% gross margin and 35% FCF margin, well ahead of INTU (+10.4% growth) and SAP (+9.4% growth) on growth while sitting only 41% below its high versus INTU's 60% discount. No new evidence makes another name clearly better, so the 8-day track record stays intact.

what got picked, and when, is logged on its own on the receipts page, the misses alongside the hits.

one stock, re-picked every weekday from the data below · not investment advice

// earnings watch · what each report has to show for the bet to hold

$INTU Intuit reports 2026-08-25 PENDING

To support the thesis that value accrues to proprietary data/workflow apps as intelligence commoditizes, INTU must show AI features (Intuit Assist / GenOS) lifting attach rates, ARPU, or retention inside TurboTax and QuickBooks without relying on exclusive closed-model access. Evidence of sustained pricing power and expanding AI-monetized mix from its tax/SMB data moat would confirm the app-layer capture mechanism. Results that undercut it: flat or declining AI contribution, heavy spend/dependency on a single frontier lab with no open-weight path, or guidance implying model capability—not data

Intuit Assist / GenOS adoption and paid attach rates in TurboTax and QuickBooksAI-driven ARPU or incremental revenue contribution vs core subscription growthGross margin and FCF trajectory (evidence intelligence cost is falling into the app)FY guidance language on AI monetization vs model-provider concentration riskAny commentary on open-weight vs closed-model substitution in product roadmap
$SAP SAP reported 2026-07-23 MIXED THESIS

Headlines show current cloud backlog at ~€22.9B, up 26% and reversing two prior weak quarters, which supports the cloud ERP / system-of-record adoption leg of the expectation and the thesis that proprietary enterprise workflows remain valuable. However, EPS missed consensus, the stock fell, cloud-transition speed disappointed some investors, and operating-profit outlook was cut on M&A dilution, while coverage is thin-to-absent on Business AI/Joule attach, AI bookings/ARR, S/4HANA net-new logos, and model-partnership commentary—so AI monetization proof is missing and the print does not cleanly

what we said to watch for

To support the thesis that value accrues to proprietary enterprise data/workflow apps as intelligence commoditizes, SAP must show accelerating cloud ERP and Business AI adoption (higher AI attach, net new logos on S/4HANA Cloud, rising AI-related bookings) proving its system-of-record data is the scarce input every AI app needs. A result that undercuts or kills the thesis would be stalled AI monetization, flat/declining cloud backlog, or management signaling that frontier model vendors are disintermediating ERP workflows rather than integrating into them.

Cloud revenue growth and current cloud backlogBusiness AI / Joule attach rate and AI-related bookings or ARRS/4HANA Cloud net new customers and RISE with SAP momentumCommentary on open vs closed model partnerships and data moat durabilityFY guidance for cloud and software growth plus AI contribution

// the companies · why these, and what their numbers say

NOWWorkflow platform — owns the enterprise processes AI agents have to run through
INTUTax + small-business finance data moat (TurboTax, QuickBooks), monetized with AI
SAPSystem of record for global enterprise — the ERP data every AI app needs
company mkt cap rev growth gross margin fwd p/e fcf margin vs 52w high earnings
NOWServiceNow $118.1B +24.0% 74.8% 23× +35.0% -41.4%
INTUIntuit $87.1B +10.4% 80.8% 12× +25.0% -59.9% Aug 25
SAPSAP $218.9B +9.4% 73.7% 20× +23.8% -36.7% Oct 21

in plain words: mkt cap what the whole company costs to buy · rev growth how much faster sales are running than a year ago · gross margin what is left of each sale before running the business · fwd p/e how many years of expected profit you pay for one share, and (t) means last year's profit where nobody forecasts next year's · fcf margin the slice of sales that ends up as spare cash · vs 52w high how far below its best price of the last year the share sits. these numbers refresh daily from Yahoo Finance.

// the last 90 days · these names against the market they trade in

0%+56%-46%05-0408-03
NOW +24.2% INTU -21.4% SAP +12.6% QQQ +4.2%

// the prices · last close 2026-08-04

ticker close 1d 30d vs QQQ 30d
NOWServiceNow 114.19 +2.7% +7.4% +9.2%
INTUIntuit 318.39 +0.7% +16.1% +17.9%
SAPSAP 189.66 +3.3% +16.6% +18.4%

// the daily evidence · every signal scored from −2 to +2

a signal is one thing this bet depends on. the AI scores each one every weekday, from −2 (strongly against the bet) to +2 (strongly for it). what the world did counts triple, because a share price can move for any reason at all.

open_model_token_share what the world did · counts 3× 2

share of tokens routed to open-weight models on OpenRouter rankings

open_weights_releases what the world did · counts 3× 2

new frontier-competitive open-weight model releases

app_revenue_traction what the world did · counts 3× 1

enterprise-AI application revenue prints — apps monetizing proprietary data/workflows (ServiceNow/Intuit/SAP AI products, vertical AI app revenue)

price_momentum what the price did · counts 1× 1

30d relative performance of tickers vs QQQ

strongly supports · supports · neutral · against · strongly against · one square per weekday

2026-07-222026-08-04

// the tape · this bet, day by day

08-04 Chinese open models still hold over 60% of routed traffic and Alibaba is shipping another open-weight model that claims to match top closed systems, while enterprise software names keep posting solid AI product demand.
08-03 Chinese open models now take over 60% of routed traffic and a new open-weight model nearly matches top closed systems, while ServiceNow's AI contracts just crossed $1 billion, all still pointing to cheap intelligence and apps capturing the value.
07-31 Kimi-K3 open weights near frontier plus Chinese open models >60% OpenRouter share and NOW/SAP agentic AI revenue traction continue to strongly validate open parity and app-layer capture.
07-30 Kimi K3 open weights near frontier plus Chinese open models >60% OpenRouter share and NOW/SAP AI revenue traction continue to strongly validate open parity and app-layer capture.
07-29 Kimi K3 open-weight near-frontier release plus ServiceNow/SAP AI revenue beats continue to validate open parity and app-layer monetization with no contrary evidence.
07-28 Kimi K3 2.8T open weights landed as near-frontier with 2-3x easier/cheaper inference while ServiceNow and SAP printed AI-driven beats and raised outlooks, reinforcing open parity plus app monetization.
07-27 Chinese open models reached 60% OpenRouter US business token share and Kimi K3 2.8T open weights landed, while ServiceNow confirmed $1B AI ACV and raised guidance.

// the headlines · the last 7 days the machine read for this bet

2026-08-04
SAP SE – The AI Threat is Real, But Misunderstood rijnberkinvestinsights.substack.com · app_revenue_traction
AI revenues are growing fast, but not fast enough www.economist.com · app_revenue_traction
Can Agentic AI Adoption Fuel ServiceNow's Next Phase of Growth? finance.yahoo.com · app_revenue_traction
Chinese AI models lead OpenRouter for first time - TechBriefly techbriefly.com · open_model_token_share
Open Source AI Models: 9 Launches in 12 Days [2026] tech-insider.org · open_model_token_share
Can Cheap Chinese AI Models Rival OpenAI and Anthropic? sentisight.ai · open_model_token_share
+7 more collected