The Conviction
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The Conviction Play

What makes a company exceptional?

Most businesses are ordinary. A few have economics so durable they keep compounding for decades — and telling one from the other is a question with an answer, not a matter of taste. Every piece here puts one company through the same five structural tests and says plainly what came back. The ones that clear all five join the Exceptional Company Series. The ones that don’t get published too — a bar that nothing fails is not a bar.

422

measured

46

exceptional record

14

…and no open questions

39

just misses

A company is judged on two separate things: what twelve years of earnings show, and what the latest accounts leave open. The record decides whether it is exceptional; the condition is reported next to that, never folded into it. See what we measure, and where every name sits →


EXCEPTIONAL CLASS OF 2026 5/5

The Exceptional Company Series

What exceptional earnings actually look like: profits that compound durably and for reasons that hold. Eleven of the twenty-one companies we have written up on this basis clear all five tests. An assessment of business quality, not a buy signal — exceptional can also be expensive.

Candidates — clear the same five tests, and fall short of the grade on measure rather than on kind.

What the grade means, and why a company you expected is not on it →


Where must capital flow? A second framework runs alongside the assessments: seven forces that decide which industries have a tailwind at their back, and which are working against one. See the forces →


Recent

The assessments themselves, as they were written, most recent first — the companies above and the ones that did not clear the bar alike.

The full archive and the scoring →

Prefer to listen? 22 companies, spoken — 86 minutes in total.The recordings →

What it is

Written assessments of individual public companies — whether the business is durable enough to keep compounding. One company at a time, against the same five tests.

What it is not

Never a view on the price. No price targets, no portfolio, no alerts, nothing to buy. A company can be exceptional and still be far too expensive — those are two different judgements. Free, with no paid tier.

Who writes it

One person, investing his own money on the same conclusions, disclosing his position in every piece.

What we measure · How a company is judged · Our team, and what we get out of it


A note on what this is

Each piece is an assessment of what is known on the day it is written. Company reports bring genuinely new information, and a view that holds this quarter may not hold the next. Nothing here is a prediction, and nothing here updates itself.

The evidence

What would prove it wrong.

Every piece ends by naming the conditions that would prove it wrong, and the scheduled event that will test them. This is what happened next — kept up to date, including when the answer is that we got it wrong.

How this record works

Nothing on this page is ever deleted or quietly revised. A test can only gain an outcome, and changing our mind is recorded as a dated event with a reason, not as an edit. That is deliberate: a record with nothing broken in it would not be a record.

Where the record starts, and why

The tracker begins with Oracle, in July 2026, when every piece started naming in advance, with a date attached, the evidence that would break it. Earlier work stays published and linked from the record, but is not tracked: a falsifier written after the outcome is known is not a falsifier.

How long a thesis stays open

A record nobody maintains stops being a record, so the rules are fixed and deliberately small.

  • A thesis is live until its last dated test resolves, then it closes with a stated outcome. It ends by construction rather than by anyone deciding to stop looking.
  • Two years is the maximum life. If the tests have not resolved within twenty-four months of publication the thesis expires and says so — a claim that cannot be tested in two years was not a testable claim.
  • One sweep a year, every January, checking every live row against what actually happened. Rows retire as fast as they are added, so the work does not grow with the archive.
  • Closed theses stay on this page, broken ones included.
  • Nothing is ever added to a thesis after publication except an outcome. Falsifiers are set when the piece runs, or not at all.

Reading a test

Pending — the event hasn't happened yet.

Confirmed — the event happened and the thesis held.

Broken — the condition came true. Evidence against us.

Each line is written as the thing that would damage the argument, so a test passing means the damage did not occur. Dates are when the evidence is scheduled to arrive, not when we expect a share price to do anything.


The companies

Every company, on its own page.

Every company we have written up, with what we assess it to be stated on its own page. Sector, employees, market cap and a five-year price chart — raw market data, no valuation view.

Some of them clear all five structural tests and stay clear — the Exceptional Company Series, with a handful more named as candidates. The rest are here for the same reason: a bar that nothing fails is not a bar, and several of them are judged on a different basis entirely.

27 companies, eight places. Every company placed where it operates from. The shape is the point: a row of large American franchises, and then three companies in one small city in the Caucasus.

Hover a marker, or pick a company —

The Forces

Where must capital flow?

Not where it might, or where a story says it should — where it has no real choice.

Seven destinations, and the twenty-two themes beneath them. Each is a shift large enough and slow enough to still be running in ten years — which is the only kind worth underwriting against.

What is a force?

A destination, not a driver

Somewhere capital has to go, whatever is pushing it. Decarbonisation, ageing and coercion risk are the pressures; these seven are the places the money lands. Hover a node to see one.

    Hover or focus a node for a preview; click for the full section.

    Our worldPowerInfrastructureSupply chainsAutomationDefenceHealth & wellbeingExperience

    The standing question

    Which companies here, if any, are exceptional?

    The map decides what gets looked at — not what the news happens to be talking about that week — and every candidate gets the same five structural tests. It is why companies turn up here that almost nobody is writing about.

    Some forces turn up nothing, and that is an answer rather than a gap: capital has to go there and nothing durable enough has been built yet.

    Five of the seven have companies written up so far. Two have none yet — which the coverage line under each force states plainly rather than leaving you to count.

    The seven forces, and the twenty-two themes beneath them

    Revised as the evidence changes — last 26 August 2026. Forces are added, renamed and merged; nothing here is fixed.

    The whole map, spoken

    4:08 · 4.0 MB · transcript · narrated by a synthetic voice, not by the author

    Force 1 of 7

    Power and energy systems

    Electricity has to be generated, moved, stored and controlled in far greater volume and with far less tolerance for failure than the system was built for. Capital lands here whether the driver is decarbonisation, industrial load growth or simple replacement of assets past their life.

    Listen to this force

    3:11 · 3.1 MB · transcript · narrated by a synthetic voice, not by the author

    Grid Expansion, Reinforcement & Modernisation

    three expressions

    Massive capital deployment into transmission, distribution, and grid resilience to support higher loads and bidirectional power flows.

    Grid Hardware: Transmission, Distribution & Substation EquipmentGrid Construction & EPC ServicesGrid Software, Monitoring & Controls

    End-Use Electrification of Transport, Industry & Buildings

    four expressions

    Sustained replacement of combustion-based systems with electric alternatives across mobility, industry, and the built environment.

    Passenger EVs & Public Charging InfrastructureHeavy-Duty & Commercial Fleet ElectrificationHeat Pumps & Building ElectrificationIndustrial Process Electrification & Electric Motor Systems

    Power Management, Efficiency & Control Systems

    three expressions

    Structural demand for equipment and systems that optimize conversion, efficiency, stability, and control across an electrified stack.

    Power Electronics & Wide-Bandgap SemiconductorsPower Conversion & Distribution EquipmentEnergy Management Software & Industrial Control

    Force 2 of 7

    The built environment and its resilience

    Physical infrastructure gets hardened, duplicated and redesigned to survive things it was not specified for — extreme weather, deliberate attack, and resource scarcity. The threat differs; the concrete, the water system and the redundancy are the same spending.

    Listen to this force

    3:13 · 3.1 MB · transcript · narrated by a synthetic voice, not by the author

    Climate-Resilient Infrastructure & Adaptation

    four expressions

    Rebuilding infrastructure to survive physical stress it was not specified for: storm-resistant materials, stormwater and drought systems, grid and telecom hardening, and the analytics that price the exposure. The threat is physical and statistical, not hostile.

    Storm-Resistant Building Materials & Resilient ConstructionStormwater, Flood Control & Drought Response InfrastructureClimate-Resilient Power & Telecom Network HardeningClimate Risk Analytics & Adaptation Software

    Strategic Infrastructure & Critical Systems Protection

    three expressions

    Protecting infrastructure against a deliberate adversary and against loss of national continuity: operational-technology cybersecurity, hardened and secure construction, and independent power for sites that cannot go dark. The threat is intentional. Weather-driven hardening is climate-resilient infrastructure.

    Critical Infrastructure Cybersecurity (OT/ICS)Hardened Facilities & Secure Construction ServicesBackup Power & Microgrid Systems for Critical Sites

    Water, Waste & Resource Efficiency Systems

    five expressions

    Sustained capital flows into systems that reduce resource intensity, recycle inputs, and secure reliable access to water and critical materials under constraint.

    Industrial Water Treatment & Reuse SystemsMunicipal Water Infrastructure Upgrades (Leakage, Quality, Capacity)Waste-to-Resource Processing & Materials RecoveryWater Monitoring, Metering & Loss Detection SystemsDesalination & Advanced Filtration Capacity

    Force 3 of 7

    Industrial capacity and supply chains

    Where things are made, and what they are made from, is being rebuilt for security of supply rather than lowest landed cost. Reshoring, redundancy and material substitution are one destination reached by two roads — coercion risk and physical scarcity.

    Listen to this force

    2:44 · 2.6 MB · transcript · narrated by a synthetic voice, not by the author

    Supply Chain Resilience, Localisation & Redundancy

    four expressions

    WHERE production sits and how goods move: reshoring and the industrial capex it pulls, freight and intermodal capacity, distribution and buffer inventory, and the software that makes a chain legible. A logistics and capacity theme, not a materials one.

    Reshoring & Industrial Capex BeneficiariesNorth American Freight & Intermodal NetworksIndustrial Distribution & Buffer InventorySupply Chain Visibility & Resilience Software

    Covered on this site: Descartes Systems Group

    Input Substitution & Material Innovation

    three expressions

    What products are made OF: critical minerals secured outside a single jurisdiction, circular and recycled feedstocks, and engineered or bio-based substitutes for scarce inputs. A materials theme. Where things are made and how they move is supply chain resilience.

    Critical Minerals Diversification & Western SupplyCircular Feedstocks & Material RecyclingBio-based & Engineered Alternative Materials

    Force 4 of 7

    Automation and machine-performed work

    Work moves from people to software and machines. Whether the reason is a shortage of workers or the cost of employing them, the capital goes to the same place: systems that perform the work, and the decision layers that direct them.

    Listen to this force

    3:20 · 3.2 MB · transcript · narrated by a synthetic voice, not by the author

    Software-Led Process Automation

    five expressions

    Software that performs or removes work inside an organisation: horizontal workflow platforms, function-specific automation in finance, HR and service, vertical SaaS with automation embedded, and the systems that manage the workforce itself. Not machines doing physical work, and not the decision layers that direct them.

    Horizontal Automation & Workflow PlatformsFunctional Process Automation (Finance, HR, Contact Center)Vertical SaaS with Embedded AutomationEnterprise Productivity & Workflow SoftwareHuman Capital Management & Workforce Software

    Covered on this site: Accenture · Microsoft · Oracle · ExlService

    Intelligent Physical Automation

    six expressions

    Machines that perform physical work, sold as horizontal capability rather than to one industry: vision and inspection, mobile and collaborative robots, field and off-highway autonomy, and the automation of factories and warehouses. Not software that reorganises how people work — that is software-led process automation — and not labour substitution scoped to a single sector.

    Machine Vision & AI-Driven Industrial InspectionSurgical & Medical RoboticsCobots & Autonomous Mobile Robots (Cross-Industry)Off-Highway & Field Autonomy SystemsIndustrial & Manufacturing AutomationWarehouse & Logistics Automation Systems

    Covered on this site: AeroVironment

    Algorithmic Decision Infrastructure

    four expressions

    Firms institutionalise algorithmic decision-making to improve speed, consistency, and outcomes across operations and planning.

    Enterprise AI/ML Platforms & Decision InfrastructureVertical Operational Decision SaaSCredit, Risk & Underwriting Decision EnginesAlgorithmic Trading & Market Execution Systems

    Covered on this site: Arista Networks, Inc. · Moody's Corporation · MSCI · Microsoft · Oracle

    Automation of Routine Human Labour

    three expressions

    Labour substitution scoped to one sector at a time, where the constraint is that the people are not there to hire: self-service in customer-facing retail, autonomy in agriculture, administrative substitution in healthcare. The distinction from the horizontal robotics and software themes is deliberate — here the theme is a labour market, not a technology.

    Self-Service Kiosks & Customer-Facing Labour SubstitutionAgricultural Labour AutonomyHealthcare Administrative Labour Substitution

    Force 5 of 7

    Defence, security and strategic autonomy

    States rebuild the capacity to defend themselves and to operate without depending on anyone else — across land, cyber and orbit. The buyer is sovereign, the budget is set by threat rather than by return, and it does not turn off in a downturn.

    Listen to this force

    2:38 · 2.5 MB · transcript · narrated by a synthetic voice, not by the author

    Defence, Deterrence & Security Capacity Expansion

    one expression

    Governments structurally increase spending to rebuild and sustain military, cyber, and homeland security capabilities.

    Prime Defence Platforms & Systems Integration

    Covered on this site: AeroVironment · Fortinet, Inc. · HEICO · Curtiss-Wright

    Orbital Access & Space Infrastructure

    two expressions

    Falling launch cost turns orbit from a scarce, state-controlled destination into usable infrastructure — communications, observation and positioning that both commercial and defence customers come to depend on.

    Launch Access & Orbital LogisticsSpace-Based Connectivity & Observation

    Covered on this site: SpaceX

    Force 6 of 7

    Health and wellbeing

    Populations live longer with more years of managed illness, and the care has to be delivered by a workforce that is not growing. Spending lands on diagnosis, intervention, chronic therapy and the systems that deliver them with fewer hands — and, increasingly, on keeping people out of that system at all: nutrition, prevention and the things people buy to stay well. The earlier the money is spent, the cheaper the outcome, which is why the same destination now attracts capital at both ends.

    Listen to this force

    3:48 · 3.7 MB · transcript · narrated by a synthetic voice, not by the author

    Precision Diagnostics & Testing Infrastructure

    two expressions

    Diagnosis moves earlier and gets more specific, which means more tests per patient and more instruments in more places. The economics sit in the recurring consumable, not the analyser.

    Installed-Base Diagnostic PlatformsLife-Science Tools & Bioprocessing Supply

    Covered on this site: IDEXX Laboratories, Inc. · Thermo Fisher Scientific

    Interventional & Platform Medicine

    two expressions

    Procedures migrate onto platforms — robotic, catheter-based, image-guided — that a clinician trains on for years. The platform earns on every procedure it performs, and the training is the moat.

    Robotic & Image-Guided Surgical PlatformsStructural, Cardiac & Vascular Intervention

    Covered on this site: Intuitive Surgical, Inc.

    Metabolic & Chronic Disease Therapeutics

    one expression

    Chronic metabolic disease is treated for decades rather than cured, and a class that works at scale reshapes demand across every specialty downstream of it.

    Incretin & Metabolic Franchises

    Preventative & Self-Directed Health

    two expressions

    Spending to stay well rather than to be treated: screening bought out of pocket, nutrition, sleep, recovery and mental health. Elective, largely unreimbursed, and rising with age and income together.

    Consumer Screening & Longevity ServicesNutrition, Recovery & Performance

    Care, Health & Dependency Infrastructure Expansion

    four expressions

    Delivering care with a workforce that is not growing: home and residential care capacity, the staffing and scheduling systems behind it, and the infrastructure that lets fewer people look after more. About who does the work, which is what separates it from the medicine themes beside it.

    Senior Living & Long-Term Care Real EstateHome & Community-Based Care DeliveryMedical Devices Extending Independent LivingCare Workforce Productivity & Virtual Care Platforms

    Covered on this site: ResMed Inc.

    Force 7 of 7

    Experience and discretionary time

    As incomes rise and populations age into more leisure hours, a growing share of spending goes to how time is filled rather than to goods. The winners own a habit and the distribution to serve it.

    Listen to this force

    2:58 · 2.9 MB · transcript · narrated by a synthetic voice, not by the author

    At-Home Entertainment Platforms

    one expression

    Scaled subscription platforms that amortise content across a global base, where each additional market is served at near-zero marginal cost and the catalogue is the barrier.

    Global Subscription Streaming

    Covered on this site: Netflix

    Live, Travel & Experience Economy

    two expressions

    Spending shifts from owning things to being somewhere — travel, live events, hospitality — and the durable economics sit in the booking layer and the venue, not in the operator carrying the asset.

    Travel Booking & Distribution LayersLive Events, Venues & Ticketing

    Interactive & Social Entertainment

    two expressions

    Entertainment people participate in rather than watch — gaming, real-money interactive, social platforms — where engagement compounds through the network and monetisation is per-session, not per-title.

    Regulated Interactive Gaming SupplySocial & Network-Effect Platforms

    Covered on this site: Evolution AB · Grindr

    At the centre

    Our world

    Every one of these forces acts on the same planet, and the physical state of it — climate, heat, water, air, materials — is a condition on all of them rather than an eighth force beside them.

    That is why it has no spoke of its own. These forces sort capital by where it lands, and the environment is a reason money moves rather than a place it arrives. A spoke named “climate” would cross every other spoke and locate nothing.

    Listen to this

    2:57 · 2.9 MB · transcript · narrated by a synthetic voice, not by the author

    Where the physical fact does most of the work

    Take the environment out of these three and the force itself changes shape.

    Power

    Heat raises the peaks, decarbonisation raises the volume, and the grid has to carry both at once.

    Infrastructure

    Storm, flood, heat and drought are the load cases everything now gets rebuilt against.

    Supply chains

    The physical world decides what is scarce, and where it can still be dug, grown or made.

    Where it reaches, but does less

    Real in all four, and not the thing driving them.

    Automation

    Compute is a physical plant. Power draw and cooling water are siting decisions before they are engineering ones.

    Defence

    Water, food and habitability move people; resources are half of what strategic autonomy means.

    Health & wellbeing

    Heat, air quality and the range of disease are health inputs, not background conditions.

    Experience

    Where people can comfortably be, and in which months, is being redrawn season by season.

    Every force is reached; three of seven are shaped by it. The line under each says how.

    Take it with you

    The whole map on five sides of A4 — every force and every theme, for reading away from a screen.

    Download the PDF ↓

    A force here is a destination, not a driver. Supply chains, infrastructure and power are not pressures — they are places money has to end up. The pressures are decarbonisation, ageing, labour scarcity and coercion risk, and several of them push toward the same destination at once. That is exactly why the map is drawn this way round: sorting by pressure would put one company in four categories at the same time, and sorting by where the money lands puts it in one.

    The record

    Everything, in order.

    Nineteen pieces published, filterable and sortable — fewer than the companies we cover, because a company gets a profile as soon as it is assessed and an article only when there is something worth saying. This is the work; how it was judged is in the method, where it belongs.

    Every piece has a key-points card. Company, what the business is, the figures the piece turned on, the call where one was made, and what would prove it wrong — about twenty seconds each, and you can cycle straight through them without opening anything.


    The archive

    The method

    Seven questions, every time.

    Every piece answers the same seven questions in the same order. That is what makes two articles about completely different businesses comparable — and what makes it obvious when one of them is dodging something.

    1. What does the market believe?
      Stated as the market would state it, not as a strawman.
    2. Why does it believe that?
      The bear narrative's own logic, taken on its merits.
    3. What evidence supports it?
      Figures traced to public filings, not to a summary of them.
    4. What evidence contradicts it?
      The gate. If this answer is weaker than the one above, the piece goes back.
    5. What would invalidate the thesis?
      Named conditions, each with the date the evidence arrives.
    6. What remains genuinely uncertain?
      Written as open questions, never as instructions.
    7. What follows from all of it?
      A personal stance, with the position disclosed.

    How a piece gets made

    Research runs through Legend and produces an evidence pack: the market narrative, the bull and bear cases, the verified figures, the dated falsifiers, the unknowns. Only then does anything get written.

    The draft is written against a fixed structure, then put through a second, adversarial pass that compresses it, strips decorative metrics, calibrates every claim, and re-audits it line by line against the rules below. Two automated checks run before publication. Neither of them can approve a piece — every discretionary call is signed off by a person.


    How a piece is marked

    Ten criteria, one to five each, applied to every finished draft. They are fixed in advance and they do not change between companies, which is the only thing that makes two scores comparable.

    The ten criteria, and what each one asks
    1. Central question
      One underwriting question, stated early. A reader can state the debate in a sentence after three paragraphs.
    2. Opening and reframe
      Opens on a principle, with the company as the evidence. Pinpoints where the mispricing sits.
    3. Concept teaching
      Teaches a transferable idea, not just a stock. How to think, not what to hold.
    4. Evidence quality
      Specific, checkable facts do the analytical work. Not adjectives.
    5. Data discipline
      Every figure traces to a source and reconciles. No invented numbers.
    6. Bear-case honesty
      As strong as the bull case, led by the biggest real risk, no strawman. Below 4 here and the piece cannot publish — the only criterion with a hard gate.
    7. Falsification and catalysts
      Names in advance what would change the author's mind, and the dated event that tests it.
    8. Structure and economy
      Each section earns its place. Each load-bearing idea said once.
    9. Voice
      Calm, plain English, honest. At least one memorable line. Not promotional.
    10. Discretion
      No trigger prices, no ratings, disclosure correct, the system invisible.

    Criterion six is the one that does the work. It was added after a review of the first twelve pieces found the bear case got weakest exactly where the author was most bullish — the signature of a pitch rather than an assessment. It is now the only criterion that can stop a piece being published.

    Editorial scoring

    Twelve articles, ten criteria each, scored by three independent evaluators in the retrospective of 7 July 2026. Mean 4.1 out of 5. The retrospective reviewed finished drafts, so one piece scored here was never published and is marked as such. These are not investment returns and say nothing about how any share price has since moved — they rate the writing against the ten criteria above.
    Date Company Score Biggest weakness found
    2026-07-07ORCL4.7Swing factor restated across three sections
    2026-06-19MTCHnot published4.7No dated catalyst tying the test to a schedule
    2026-06-18MSFT4.7Central idea restated four times; mid-sections loose
    2026-06-17TMO4.7Durability drivers repeated across closing sections
    2026-06-30UZNF4.5"Can I actually buy this" section read brochure-ish
    2026-06-18SPCX4.5A "do nothing" conclusion risks feeling anticlimactic
    2026-06-19ACN4.3Thin on checkable facts; ran on reasoning not filings
    2026-06-16MSCI4.3No dated falsifier; "wait for a panic" is untestable
    2026-07-05NFLX3.8Soft rounding; bear case pre-rebutted before it was made
    2026-03-06GRND3.5No real bear case; earnings section read as a pitch
    2026-04-07AVAV2.8No bear case; leaned on statistics instead of argument
    2026-01-16CBRL2.3No thesis, no bear case, no falsifiers, thin financials

    The four weakest pieces shared one fault, and it is the fault this journal now exists to avoid: the case against was missing. The editorial principles were rewritten around that finding, and the review pass tests for it on every draft.


    What this journal will never print

    • A price to buy at, or a price to sell at.
    • A rating. No buy, hold or sell — on any company, ever.
    • A manufactured reason that today is the day.
    • A claim that cannot be traced back to a public filing.
    • A position held but not disclosed.

    These are editorial lines, not legal ones. They exist so the writing stays analysis rather than a recommendation, and they are checked on every piece before it goes out.

    Built on Legend

    The research runs on a system.

    Legend is a rules-based investment research system, built over several years and used on every company in this journal. It is not a product, it is not for sale, and it does not issue signals to anyone. It is the reason the analysis is consistent rather than a matter of mood.

    Different businesses, one method — the straight line never bends to fit the answer.


    What it does

    It values a business by what kind of business it is.

    A bank, a cyclical, a compounder and a holding company do not become worth something for the same reasons, so they are not valued the same way. Legend picks the method that fits the business and applies it identically to every company of that type — which is what stops the method being chosen to suit the answer.

    It separates value from quality from timing.

    Three different questions that get conflated constantly: is it worth more than it costs, is the business actually good, and is now a sensible moment. Kept apart, they disagree usefully. A cheap price on a deteriorating business looks nothing like a fair price on an improving one. Only the quality answer is published here. Nothing on this site is a view on a share price.

    It judges a record and a condition, and keeps them apart.

    Whether a business is exceptional is decided by what twelve years of earnings show — how often they rose, how far they fell, how fast they compounded. What is strained in the latest accounts is reported next to that, never folded into it. A company can have an exceptional record and an open question today, and the honest thing is to say both.

    It writes down what it thought, when it thought it.

    Every assessment is recorded at the time it is made, in a record that is only ever added to. That is what makes an honest review possible later — including of the calls that aged badly.

    It is the same system running the author's own money.

    Legend was not built to produce a newsletter. It was built to make decisions about a real portfolio, and it still does. The writing is a by-product of that work, not a business it serves.


    From filings to insight

    MEASURED BY THE SYSTEM DECIDED BY A PERSON Filings and market data what the company reported, and what the market is paying Valued by what kind of business it is a bank and a software company are not worth something for the same reasons Value worth more than it costs? Quality is the business actually good? Timing is now a sensible moment? Written down, dated, never edited so the call can be reviewed honestly later — including the bad ones The decision mine, and my money — the system does not make it

    The three questions are kept apart on purpose: a cheap price on a deteriorating business looks nothing like a fair price on an improving one. AI helps with the research and the drafting; it never assigns a verdict.

    • Consistent
    • Unbiased
    • Repeatable
    • Scalable
    Deliberately not shown

    The system's internals stay private: the formulas, the thresholds, the levels at which it changes its mind, and whatever it currently concludes about any named company. What appears in an article is the reasoning and the public evidence behind it. The tool shows through the discipline, not through screenshots of a dashboard.


    How I make this

    I research every company through Legend, my rules-based investment research system. It values businesses using the right method for their type, then tests that value against business quality and timing. AI helps me research, challenge the thesis, and write the piece. The judgement is mine, and so is the money.

    This statement appears on every piece published. It names the AI assistance outright rather than describing everything except the drafting — an under-disclosure costs more trust than the disclosure does.