T·VTEV CAPITAL Free letters ↗

INDEPENDENT TECHNOLOGY RESEARCH

Technology research
for investors & their agents.

Independent analysis of technology companies, competitive position, and capital allocation. Read the investment brief, or license the underlying research corpus for your own AI workflows.

Full briefs and repository access are paid. Substack remains the free publication.

TEV CAPITAL / COMPANY NOTE22 OCT 2026

META PLATFORMS · AI & DIGITAL ADVERTISING

Agentic AI: strategic option, unproven profit pool

INVESTMENT VIEW

Meta’s distribution and advertising engine give it a credible route to monetize AI. Standalone agent economics remain unestablished.

POSITIONAdvantaged
KEY VARIABLECost per task
WATCHRetention · monetization
THESIS & EVIDENCERISKS & MONITORING POINTS
01ONE RESEARCH PROCESS · TWO DISTINCT PRODUCTSSCROLL TO EXPLORE ↓

TWO PAID PRODUCTS

Choose how you
want to use the work.

Recent articles for you. A quarterly research archive for your AI tools. Each subscription is US$9.99 a month; choose either or both.

01 FOR YOU
TEVEDITORIAL2
pp

THE HUMAN-READABLE EDITION

Research
articles

A polished, concise article that gets to the question, weighs the evidence, and tells you what would change the conclusion.

  • Clear thesis and direct answer
  • Key financial and operating evidence
  • Risks, scenarios, and next checkpoints
Subscribe to research articles ↗
02 FOR YOUR AGENT
RESEARCH FILES · .TXT

# Claims vs. verified reality

01 Evidence and source references

02 Key data and derived figures

03 Counterevidence and caveats

04 Unresolved questions

PLAIN TEXTAGENT-READABLE

THE UNDERLYING RESEARCH CORPUS

Agent research
library

Access the source research as readable .txt files. Download quarterly company research and give it to your own AI tool. Historical coverage begins in Q1 2023, with new quarterly updates.

  • Research trail and source map
  • Claims, counterevidence, and caveats
  • Assumptions, key data, and unknowns
Subscribe to the agent library ↗

BUY EITHER ONE, OR BOTH.US$9.99 each per month · US$19.98 total for both.

INSIDE THE EDITORIAL

Recent sample briefs

These previews show the kind of question each paid article takes on. The complete briefs are for members.

01 CAPITAL ALLOCATION

SpaceX Is Undergoing a Massive Transformation

Starlink is the established earnings anchor. Can the new AI and software buildout earn returns before the cash cushion runs down?

Q3 2026FULL BRIEF · PAID
↗
02 AGENTIC AI

Is Meta the Winner of the Agentic AI Race?

AI is improving Meta’s ad engine. Muse has early adoption. Cost per task, retention, and monetization still determine whether agents become a profitable business.

Q3 2026FULL BRIEF · PAID
↗
ILLUSTRATIVE PREVIEWSFULL ARTICLE AND UNDERLYING FILES REQUIRE THEIR OWN PAID ACCESS.

ONE PROCESS. TWO OUTPUTS.

From source work
to a usable answer.

The article is the editorial judgment. The repository keeps the research trail available for closer inspection by you or your AI agent.

THE RESEARCHEvidence
& analysis
Sources · data · caveats
01Editorial briefRead by you
02Plain-text filesRead by your agent
TWO SEPARATE SUBSCRIPTIONS

FOUNDING ACCESS

Two libraries.
$9.99 a month each.

Research Articles and the Agent Research Library are separate US$9.99 monthly subscriptions. Create a member account and choose either library, or subscribe to both for US$19.98 a month.

Get free letters on Substack ↗Free letters remain on Substack. Full PDFs and research files are reserved for paid members.

ABOUT TEV CAPITAL

Follow the economics
beneath the headline.

TEV Capital studies AI infrastructure and adjacent markets: the companies, capital, and operating constraints shaping what happens next. The goal is clear analysis that keeps reported facts, estimates, management claims, and open questions distinct.

TEV
CAPITAL