A research lab open to serious investors.
ProfitVision LAB is run by Shiba the Disciplined. No stock tips, no managed accounts, no guaranteed returns — equity research, options strategy, financial-statement analysis and macro observation are organised into an investment judgment framework you can inspect, review and keep using.
Research, trading and risk control are one judgment system.
Understand the business and the industry first, then choose the instrument. The instrument changes; the research and the risk discipline do not.
ProfitVision LAB is an open research lab built around US equity options, deep-dive stock research and systematic investing. Work starts from industry and company research — where a business sits in its industry structure — then returns to valuation, positioning, volatility and technicals, and only at the end discusses the right trading instrument.
The point of PVL is not to tell readers what to buy. It is to let each reader check for themselves whether an investment idea holds, where the risk sits, and what conditions force a revision.
Carries long-term market exposure and portfolio stability.
Expresses the research on industry, growth and moat directly.
Designs the risk structure around underlying, volatility and technical position.
A financial research platform of the PVL.AI group
Research efficiency comes from Financial Intelligence; the final judgment and the risk still come back to human discipline.
PVL.AI Financial Intelligence organises company, financial, industry and market information into a research trail that is traceable, comparable and continuously updated. AI widens the research field and handles the organising; the human asks the questions, verifies the evidence and defines the risk.
Learn about Financial Intelligence →About the founder
A cross-disciplinary research view built from market structure, company management, data analysis and live trading.
Former financial exchange professional
20 years of market practice and research
IBKR US options live trader
My background spans corporate management, financial market structure, digital marketing, information security, SEO/GEO and live US options trading. That mix means I do not look at price alone — I also read rules, industry, traffic, business models, information risk and trade structure.
I worked at a financial exchange and understand the underlying logic of market rules, liquidity and institutional behaviour; I have also spent years in digital marketing, information security and data analysis, working with brand strategy, search traffic, content architecture, risk control and data-driven decisions.
I do not manage other people’s money and I do not give personalised investment advice. PVL records how I think, how I research, how I design trade structures, and how I revise the framework after being wrong.
The core methodology of PVL
Credibility cannot stop at slogans — it has to land in a research and risk system that can be inspected.
5% Risk Unit
Define the maximum acceptable loss before every trade, so a single mistake cannot destroy the system.
The Moat Five
Brand, network effects, switching costs, cost advantage and intangible assets — can this business hold its edge over time?
The Four-Layer Defensive Screen
Positioning, moat, volatility and technicals, checked in order: an idea passes defence before offence is discussed.
CANSLIM SEPA × financial analysis
Combines growth-stock structure, EPS momentum and earnings quality — no buying the story without the substance.
Say first what this is not.
Trust comes from clear boundaries: no answers for sale — the method of forming judgment is published instead.
- Daily tips or guaranteed-profit signals
- Managed accounts, copy trading or signal groups
- Personalised investment advice
- Market predictions written for traffic
- Deep-dive equity research and industry maps
- Options strategy and risk-control frameworks
- Financial analysis, CANSLIM SEPA and methodology
- A research process that helps you judge for yourself
Start from your own purpose.
You do not need to read everything — pick the problem you most need to solve now.
Understand the site map
See how research, trading and the knowledge base divide the work.
See the research
Build judgment from industry structure, moat and valuation scenarios.
Build the fundamentals
Learn stock selection, options and financial analysis in order.
Think about surviving long first.
The market keeps switching versions; the reliable skill is being able to revise and keep going when the model fails.
Structure matters more than direction
Being right about direction is good; building a structure that survives being wrong matters more.
Doubt the model before the market
The market is reality; the model is only our abstraction of it. When it fails, re-examine the assumptions first.
Discipline is a system design
A good system does not rely on willpower in the moment — it makes breaking your own rules hard.
Know when to stop being wrong
Investing skill is not always being right; it is correcting, reviewing, and staying in the market.
Frequently asked questions
The positioning, the boundaries, and who this is for — stated up front.
Is ProfitVision LAB an investment advisor?
No. PVL is a personal research and education site. All content is for research and learning reference only and does not constitute investment advice, account management, or any guarantee of returns.
Who is PVL for?
Readers who already invest and want to build a research framework, trading discipline and a risk-control system — especially those working on US equities, deep-dive research and options strategy.
Why is the content free?
Because the goal is not to sell signals but to build a publicly inspectable research library. Free does not mean risk-free: readers still judge for themselves and carry the consequences.