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PROFITVISIONLAB
ProfitVision LAB

Discipline before instinct.
Think with me, not just trade with me.

No stock tips, no hype calls. Every judgment runs through the same repeatable process: first filter out what should never be touched, then decide how to enter and how to control risk. You see the conclusion — and every step of the reasoning.

01
The Four-Layer Defensive Screen
4LDS

Positioning, moat, volatility, technicals — filtered in order. First ask "should I touch this at all", then "how do I enter".

02
PV Rating
Quantified verdicts

Institutional strength, relative strength and earnings quality quantified into a reviewable verdict — not a gut call.

03
Three Learning Tracks
Stocks · Options · Financials

Stock selection, options selling and financial-statement analysis — each track runs from concept to executable SOP.

Three Learning Tracks

Full curriculum →

Stock selection, options selling, financial analysis. Each track goes from concepts and tools to executable SOPs.

TRACK 01

Super Performance Stock Selection

Built on Mark Minervini’s SEPA methodology, integrating CANSLIM with technical entry execution — from why to buy strength to when to buy, sell, and how much.

TRACK 02

Options Selling System

Probability-first: from seller philosophy and core tools to full strategy SOP and risk management — a cash-flow framework that puts time on your side.

TRACK 03

Financial Statement Analysis

The intro track teaches you to read the three statements, footnotes and earnings calls; the advanced series teaches you to see through them — CPA audit lens, CFA quality frameworks, and AI-assisted screening.

This Week’s Screen Signals

Updated 2026-08-16

Verdicts from the Four-Layer Defensive Screen, reasoning included.

Latest Research

pvl-academy

Auditor's Report: What Is the External Gatekeeper Really Saying?

Learn the four audit opinion types, the ISA 700/705 decision matrix, Key Audit Matters (KAM), Going Concern, material weakness, and real cases including SVB, Evergrande, GE, Luckin Coffee, and Taiwan's KY-stock structural blind spot.

Equity Deep Research

Cloudflare (NET) Q2 2026 Update: The Market That Knocked It Down 24% in May Admitted It Was Wrong With +17% in August

The first earnings report after laying off 1,100 people set records on every line: revenue reaccelerated to 36%, DBNR climbed to 120%, and large-customer adds hit an all-time high. This update also swaps the frame of reference: the x402 protocol Cloudflare backs benchmarks against SWIFT and the card networks — rails built for humans that structurally cannot carry machine transactions. At 44.5x EV/Revenue, the market is paying the premium on a toll-booth option. The foundation is real; the coin slot isn't installed yet — and option time value decays.

pvl-academy

Management Discretion: How Are Those Beautiful Numbers Chosen?

How does management discretion polish financial statements within a legal framework? Eight discretionary areas, segment reclassification, and actuarial manipulation — plus SVB's classification choice and the 2008 European banks' and Taiwan's 2022 nine-insurer financial asset reclassification playbook, with an AI checklist and real cases from Boeing, GE, Valeant, and Acer.

Equity Deep Research

Figma (FIG) Q2 2026 Update: The GAAP Loss Spooked the Market — But It's Not the Number That Matters

A $117M GAAP operating loss spooked the market and sent the stock down 15-16% — but over a third of it is stock-based compensation. Revenue grew 48% YoY, accelerating for a third straight quarter, with non-GAAP operating income and free cash flow both positive. Three bear-case arguments — model dependency, Claude Design, valuation — don't hold up under scrutiny. The real variable to watch is August 31, when Figma's VC lockup fully expires, a separate question from the health of this quarter's numbers.