Lenses
Thesis lenses. 14 lenses · thesis views · Active thesis: Business Quality
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Pick one thesis view. 14 lenses Active ranking thesis: Business Quality. Open Board uses this one-thesis view.
Lenses
01 Business Quality 02 AI & Data Edge 03 Reality Check 04 Downside Shield 05 Durable Compounder 06 Asymmetric Upside 07 Choke-Point Power 08 Smart Money 09 Catalyst Setup 10 Hard Science 11 Market Mispriced 12 Beaten-Down Quality 13 Capital Returns 14 Earnings Quality Quality / GARP Business Quality Is the business genuinely good?
Active thesis Revenue Growth ▾
Measure YoY organic growth
Anchor declining -> about 10% -> greater than 40% durable
Source fundamentals YoY organic growth. Anchor: declining -> about 10% -> greater than 40% durable. Source: fundamentals.
Gross Margin ▾
Measure Level and trend
Anchor less than 20% and falling -> about 40% stable -> greater than 70% and rising
Source financials Level and trend. Anchor: less than 20% and falling -> about 40% stable -> greater than 70% and rising. Source: financials.
Operating Leverage ▾
Measure Incremental margin on growth
Anchor compressing -> flat -> strong expansion
Source financials Incremental margin on growth. Anchor: compressing -> flat -> strong expansion. Source: financials.
FCF Conversion ▾
Measure Free cash flow / revenue (FCF = operating cash flow - capex; reads as OCF margin when the feed omits capex)
Anchor burns cash -> about 10% -> greater than 25%
Source cash flow Free cash flow / revenue (FCF = operating cash flow - capex; reads as OCF margin when the feed omits capex). Anchor: burns cash -> about 10% -> greater than 25%. Source: cash flow.
Return on Capital ▾
Measure Net income / (equity + long-term debt) - an ROIC proxy (ROE, capped fair, when long-term debt is unreported)
Anchor below 0% -> about 10% -> greater than 20%
Source financials Net income / (equity + long-term debt) - an ROIC proxy (ROE, capped fair, when long-term debt is unreported). Anchor: below 0% -> about 10% -> greater than 20%. Source: financials.
Balance-Sheet Strength ▾
Measure Equity ratio (equity / assets) - cash not isolated by the feed
Anchor below 0.2 -> about 0.5 -> greater than 0.8
Source balance sheet Equity ratio (equity / assets) - cash not isolated by the feed. Anchor: below 0.2 -> about 0.5 -> greater than 0.8. Source: balance sheet.
Management Execution ▾
Measure Guidance hit-rate and capital allocation
Anchor chronic misses/dilution -> in-line -> consistent beats plus smart allocation
Source transcripts/history Guidance hit-rate and capital allocation. Anchor: chronic misses/dilution -> in-line -> consistent beats plus smart allocation. Source: transcripts/history.
Revenue Quality ▾
Measure Recurring revenue, retention, backlog
Anchor lumpy one-off -> mixed -> high recurring plus NRR above 120%
Source filings Recurring revenue, retention, backlog. Anchor: lumpy one-off -> mixed -> high recurring plus NRR above 120%. Source: filings.
Competitive Position ▾
Measure Share trend and pricing
Anchor losing share -> stable -> gaining plus raising prices
Source filings/web Share trend and pricing. Anchor: losing share -> stable -> gaining plus raising prices. Source: filings/web.
Accounting Quality ▾
Measure Accruals, restatements, red flags
Anchor aggressive/flags -> clean -> conservative and transparent
Source 10-K / forensic Accruals, restatements, red flags. Anchor: aggressive/flags -> clean -> conservative and transparent. Source: 10-K / forensic.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Business Quality.
Thematic / growth AI & Data Edge Is it winning the AI shift?
Use as thesis AI Revenue Exposure ▾
Measure Percent of revenue tied to AI/data demand
Anchor none -> some -> majority plus growing
Source segments Percent of revenue tied to AI/data demand. Anchor: none -> some -> majority plus growing. Source: segments.
Data Moat ▾
Measure Proprietary data scale and uniqueness
Anchor none -> modest -> unique plus compounding
Source filings Proprietary data scale and uniqueness. Anchor: none -> modest -> unique plus compounding. Source: filings.
Compute / Infra Position ▾
Measure Owns or supplies scarce AI infrastructure
Anchor none -> participant -> indispensable supplier
Source filings/web Owns or supplies scarce AI infrastructure. Anchor: none -> participant -> indispensable supplier. Source: filings/web.
Demand Acceleration ▾
Measure AI-line bookings/backlog growth
Anchor flat -> growing -> accelerating with coverage
Source transcripts AI-line bookings/backlog growth. Anchor: flat -> growing -> accelerating with coverage. Source: transcripts.
Product Velocity ▾
Measure Cadence of AI product/model shipping
Anchor stagnant -> steady -> rapid and leading
Source web/company Cadence of AI product/model shipping. Anchor: stagnant -> steady -> rapid and leading. Source: web/company.
Ecosystem Lock-in ▾
Measure Switching costs and developer/platform pull
Anchor none -> some -> deep platform lock-in
Source filings/web Switching costs and developer/platform pull. Anchor: none -> some -> deep platform lock-in. Source: filings/web.
Investment Intensity ▾
Measure Capex/R&D into the wave without breaking returns
Anchor under-investing or value-destroying -> balanced -> heavy plus accretive
Source financials Capex/R&D into the wave without breaking returns. Anchor: under-investing or value-destroying -> balanced -> heavy plus accretive. Source: financials.
Talent & R&D ▾
Measure R&D intensity and key talent density
Anchor thin -> average -> elite talent plus R&D
Source financials/web R&D intensity and key talent density. Anchor: thin -> average -> elite talent plus R&D. Source: financials/web.
Marquee Customers/Partners ▾
Measure Anchor hyperscaler/enterprise deals
Anchor none -> some -> multiple marquee anchors
Source company/web Anchor hyperscaler/enterprise deals. Anchor: none -> some -> multiple marquee anchors. Source: company/web.
AI Unit Economics ▾
Measure Margins on AI revenue
Anchor loss-leading -> breakeven -> high-margin AI revenue
Source filings/transcripts Margins on AI revenue. Anchor: loss-leading -> breakeven -> high-margin AI revenue. Source: filings/transcripts.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for AI & Data Edge.
Skeptic / trader Reality Check Does the thesis survive scrutiny?
Use as thesis Falsifiability ▾
Measure Crisp, dated falsification
Anchor none -> vague -> crisp testable claim
Source dig Crisp, dated falsification. Anchor: none -> vague -> crisp testable claim. Source: dig.
Bear-Case Resilience ▾
Measure Survives the strongest steelman bear
Anchor bear case wins -> contested -> bear case weak
Source dig Survives the strongest steelman bear. Anchor: bear case wins -> contested -> bear case weak. Source: dig.
Expectations Embedded ▾
Measure How much is already priced in
Anchor priced for perfection -> fair -> low bar
Source valuation/market How much is already priced in. Anchor: priced for perfection -> fair -> low bar. Source: valuation/market.
Evidence Quality ▾
Measure Primary sources vs narrative
Anchor hearsay -> mixed -> primary-source backed
Source dig Primary sources vs narrative. Anchor: hearsay -> mixed -> primary-source backed. Source: dig.
Crowding ▾
Measure Consensus long vs contrarian
Anchor consensus darling -> neutral -> under-owned
Source positioning Consensus long vs contrarian. Anchor: consensus darling -> neutral -> under-owned. Source: positioning.
Catalyst Datedness ▾
Measure Near-term test vs someday
Anchor open-ended -> loose -> dated near-term test
Source dig Near-term test vs someday. Anchor: open-ended -> loose -> dated near-term test. Source: dig.
Claim Track Record ▾
Measure Whether this team/thesis delivered before
Anchor repeated failures -> mixed -> reliable delivery
Source history Whether this team/thesis delivered before. Anchor: repeated failures -> mixed -> reliable delivery. Source: history.
Tradeability ▾
Measure Ability to enter/exit
Anchor illiquid -> okay -> deep liquidity
Source market Ability to enter/exit. Anchor: illiquid -> okay -> deep liquidity. Source: market.
Time-to-Resolution ▾
Measure Horizon to know if right
Anchor open-ended -> about 1 year -> short plus knowable
Source dig Horizon to know if right. Anchor: open-ended -> about 1 year -> short plus knowable. Source: dig.
Disconfirmation Search ▾
Measure Whether the dig hunted for holes
Anchor not checked -> some -> actively stress-tested clean
Source dig Whether the dig hunted for holes. Anchor: not checked -> some -> actively stress-tested clean. Source: dig.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Reality Check.
Risk-first / capital preservation Downside Shield Will it survive a bad year?
Use as thesis Liquidity Runway ▾
Measure Current ratio (current assets / current liabilities) - cash/burn not isolated by the feed
Anchor below 1x -> about 1.5x -> greater than 3x
Source balance sheet Current ratio (current assets / current liabilities) - cash/burn not isolated by the feed. Anchor: below 1x -> about 1.5x -> greater than 3x. Source: balance sheet.
Leverage / Solvency ▾
Measure Long-term debt / equity (lower is better)
Anchor about 1x or higher -> about 0.4x -> near zero / net cash
Source balance sheet Long-term debt / equity (lower is better). Anchor: about 1x or higher -> about 0.4x -> near zero / net cash. Source: balance sheet.
Debt Maturity Wall ▾
Measure Near-term refinancing risk
Anchor large near maturities -> laddered -> none for years
Source filings Near-term refinancing risk. Anchor: large near maturities -> laddered -> none for years. Source: filings.
FCF Stability ▾
Measure Cash generation through downturns
Anchor burns in stress -> thin -> resilient positive FCF
Source financials Cash generation through downturns. Anchor: burns in stress -> thin -> resilient positive FCF. Source: financials.
Concentration Risk ▾
Measure Customer/supplier/geography concentration
Anchor one dominant -> moderate -> diversified
Source filings Customer/supplier/geography concentration. Anchor: one dominant -> moderate -> diversified. Source: filings.
Margin Cushion ▾
Measure How far margins can fall before losses
Anchor razor-thin -> moderate -> wide buffer
Source financials How far margins can fall before losses. Anchor: razor-thin -> moderate -> wide buffer. Source: financials.
Demand Durability ▾
Measure Non-discretionary vs cyclical demand
Anchor hyper-cyclical -> mixed -> non-discretionary
Source filings/market Non-discretionary vs cyclical demand. Anchor: hyper-cyclical -> mixed -> non-discretionary. Source: filings/market.
Dilution Risk ▾
Measure Need to issue equity
Anchor chronic dilution -> stable -> net buyback
Source filings Need to issue equity. Anchor: chronic dilution -> stable -> net buyback. Source: filings.
Tail Exposure ▾
Measure Litigation, regulatory, single-point failure
Anchor acute tail risk -> manageable -> minimal
Source dig Litigation, regulatory, single-point failure. Anchor: acute tail risk -> manageable -> minimal. Source: dig.
Asset Backing ▾
Measure Downside floor from tangible value
Anchor none -> partial -> strong asset floor
Source balance sheet Downside floor from tangible value. Anchor: none -> partial -> strong asset floor. Source: balance sheet.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Downside Shield.
Long-term buy-and-hold Durable Compounder Can it compound for years?
Use as thesis Reinvestment Runway ▾
Measure Large TAM and room to redeploy capital
Anchor saturated -> moderate -> vast plus open
Source filings/dig Large TAM and room to redeploy capital. Anchor: saturated -> moderate -> vast plus open. Source: filings/dig.
ROIC Durability ▾
Measure Persistence of high returns
Anchor fleeting -> stable -> durably high
Source financials Persistence of high returns. Anchor: fleeting -> stable -> durably high. Source: financials.
Growth Consistency ▾
Measure Multi-year revenue compounding
Anchor erratic -> steady -> long consistent compounding
Source fundamentals Multi-year revenue compounding. Anchor: erratic -> steady -> long consistent compounding. Source: fundamentals.
Moat Width ▾
Measure Strength of structural advantage
Anchor none -> some -> wide
Source dig Strength of structural advantage. Anchor: none -> some -> wide. Source: dig.
Moat Trend ▾
Measure Widening vs eroding
Anchor eroding -> stable -> widening
Source dig Widening vs eroding. Anchor: eroding -> stable -> widening. Source: dig.
Pricing Power ▾
Measure Ability to raise prices
Anchor price taker -> some -> strong pricing power
Source filings/transcripts Ability to raise prices. Anchor: price taker -> some -> strong pricing power. Source: filings/transcripts.
Management Long-Termism ▾
Measure Capital allocation and aligned incentives
Anchor short-term/empire-building -> okay -> owner-operator long-term
Source filings/transcripts Capital allocation and aligned incentives. Anchor: short-term/empire-building -> okay -> owner-operator long-term. Source: filings/transcripts.
Customer Stickiness ▾
Measure Retention, NRR, churn
Anchor high churn -> average -> very sticky
Source filings Retention, NRR, churn. Anchor: high churn -> average -> very sticky. Source: filings.
Capital-Light Scaling ▾
Measure Margin expansion with low incremental capital
Anchor capital-heavy -> neutral -> capital-light scaling
Source financials Margin expansion with low incremental capital. Anchor: capital-heavy -> neutral -> capital-light scaling. Source: financials.
Reinvestment Optionality ▾
Measure Adjacencies and new S-curves
Anchor none -> some -> multiple credible
Source dig Adjacencies and new S-curves. Anchor: none -> some -> multiple credible. Source: dig.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Durable Compounder.
Special situations Asymmetric Upside Is upside far bigger than downside?
Use as thesis Upside/Downside Ratio ▾
Measure Modeled payoff skew
Anchor downside-heavy -> about even -> upside far bigger than downside
Source valuation/dig Modeled payoff skew. Anchor: downside-heavy -> about even -> upside far bigger than downside. Source: valuation/dig.
Embedded Optionality ▾
Measure Free options in pipeline or new lines
Anchor none -> some -> multiple unpriced
Source dig Free options in pipeline or new lines. Anchor: none -> some -> multiple unpriced. Source: dig.
Mispricing Magnitude ▾
Measure Gap to intrinsic/fair value
Anchor overvalued -> fair -> deeply undervalued
Source valuation Gap to intrinsic/fair value. Anchor: overvalued -> fair -> deeply undervalued. Source: valuation.
Hidden Assets ▾
Measure Undervalued segments, stakes, NOLs, real estate
Anchor none -> minor -> significant hidden value
Source filings/dig Undervalued segments, stakes, NOLs, real estate. Anchor: none -> minor -> significant hidden value. Source: filings/dig.
Special Situation ▾
Measure Spinoff, restructuring, M&A, activist
Anchor none -> possible -> active catalyst in motion
Source dig Spinoff, restructuring, M&A, activist. Anchor: none -> possible -> active catalyst in motion. Source: dig.
Convexity ▾
Measure Nonlinearity if thesis hits
Anchor linear -> some -> highly convex
Source dig Nonlinearity if thesis hits. Anchor: linear -> some -> highly convex. Source: dig.
Downside Floor ▾
Measure Asset/cash floor limiting loss
Anchor none -> partial -> hard floor
Source balance sheet Asset/cash floor limiting loss. Anchor: none -> partial -> hard floor. Source: balance sheet.
Gap-Closing Catalyst ▾
Measure Mechanism and timing to realize value
Anchor none -> vague -> clear plus dated
Source dig Mechanism and timing to realize value. Anchor: none -> vague -> clear plus dated. Source: dig.
Sentiment Skew ▾
Measure Hated/ignored room to re-rate
Anchor adored -> neutral -> hated/ignored
Source positioning/market Hated/ignored room to re-rate. Anchor: adored -> neutral -> hated/ignored. Source: positioning/market.
Position Sizing Favorability ▾
Measure Ability to size given liquidity/risk
Anchor un-sizeable -> okay -> cleanly sizeable
Source market Ability to size given liquidity/risk. Anchor: un-sizeable -> okay -> cleanly sizeable. Source: market.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Asymmetric Upside.
Moat / picks-and-shovels Choke-Point Power Does it own an indispensable link?
Use as thesis Indispensability ▾
Measure Required, un-bypassable step
Anchor optional -> useful -> mandatory
Source dig Required, un-bypassable step. Anchor: optional -> useful -> mandatory. Source: dig.
Share of the Node ▾
Measure Dominance of the choke point
Anchor fragmented -> leader -> near-monopoly
Source filings/web Dominance of the choke point. Anchor: fragmented -> leader -> near-monopoly. Source: filings/web.
Substitution Difficulty ▾
Measure Difficulty qualifying alternatives
Anchor easy -> hard -> effectively locked
Source dig Difficulty qualifying alternatives. Anchor: easy -> hard -> effectively locked. Source: dig.
Pricing Power at the Node ▾
Measure Ability to extract economics
Anchor none -> some -> strong toll
Source filings/transcripts Ability to extract economics. Anchor: none -> some -> strong toll. Source: filings/transcripts.
Switching / Qualification Cost ▾
Measure Lock-in for customers
Anchor low -> moderate -> very high
Source dig Lock-in for customers. Anchor: low -> moderate -> very high. Source: dig.
Supply Scarcity ▾
Measure Constrained capacity others need
Anchor abundant -> tight -> scarce plus owned
Source market/filings Constrained capacity others need. Anchor: abundant -> tight -> scarce plus owned. Source: market/filings.
Value-Chain Position ▾
Measure Tollbooth vs commoditized middle
Anchor commoditized -> middle -> tollbooth
Source dig Tollbooth vs commoditized middle. Anchor: commoditized -> middle -> tollbooth. Source: dig.
Customer Dependence ▾
Measure Who depends on whom more
Anchor dependent on customers -> balanced -> customers depend on it
Source dig Who depends on whom more. Anchor: dependent on customers -> balanced -> customers depend on it. Source: dig.
Capacity / Lead-Time Edge ▾
Measure Scarce capacity and long lead times
Anchor none -> some -> decisive
Source filings/web Scarce capacity and long lead times. Anchor: none -> some -> decisive. Source: filings/web.
Durability of the Choke Point ▾
Measure Resistance to being designed around
Anchor fragile -> contested -> entrenched
Source dig Resistance to being designed around. Anchor: fragile -> contested -> entrenched. Source: dig.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Choke-Point Power.
Follow-the-flow Smart Money Are insiders & funds buying?
Use as thesis Insider Buying ▾
Measure Recent open-market purchases
Anchor none -> token -> cluster of meaningful buys
Source Form 4 Recent open-market purchases. Anchor: none -> token -> cluster of meaningful buys. Source: Form 4.
Insider Selling (absence) ▾
Measure Lack of heavy selling
Anchor heavy selling -> routine -> none/halted
Source Form 4 Lack of heavy selling. Anchor: heavy selling -> routine -> none/halted. Source: Form 4.
Institutional Accumulation ▾
Measure 13F net buying
Anchor net selling -> flat -> broad accumulation
Source 13F 13F net buying. Anchor: net selling -> flat -> broad accumulation. Source: 13F.
Smart-Fund Ownership ▾
Measure Respected investors hold
Anchor none -> some -> multiple high-quality holders
Source 13F/dig Respected investors hold. Anchor: none -> some -> multiple high-quality holders. Source: 13F/dig.
Buyback Conviction ▾
Measure Accretive repurchase intensity
Anchor none/dilutive -> modest -> aggressive plus value-accretive
Source filings Accretive repurchase intensity. Anchor: none/dilutive -> modest -> aggressive plus value-accretive. Source: filings.
Insider Ownership Level ▾
Measure Skin in the game
Anchor negligible -> moderate -> high founder/insider stake
Source filings Skin in the game. Anchor: negligible -> moderate -> high founder/insider stake. Source: filings.
Short Interest Signal ▾
Measure Level and trend of shorts
Anchor high and rising -> moderate -> low and falling
Source market Level and trend of shorts. Anchor: high and rising -> moderate -> low and falling. Source: market.
Options / Flow ▾
Measure Smart positioning in flow
Anchor bearish -> neutral -> bullish smart flow
Source market Smart positioning in flow. Anchor: bearish -> neutral -> bullish smart flow. Source: market.
Activist / Strategic Stake ▾
Measure Activist or strategic accumulation
Anchor none -> rumored -> confirmed stake
Source dig Activist or strategic accumulation. Anchor: none -> rumored -> confirmed stake. Source: dig.
Incentive Alignment ▾
Measure Comp tied to per-share value
Anchor misaligned -> standard -> strongly aligned
Source filings (DEF 14A) Comp tied to per-share value. Anchor: misaligned -> standard -> strongly aligned. Source: filings (DEF 14A).
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Smart Money.
Event-driven Catalyst Setup Dated events that re-rate it?
Use as thesis Dated Catalysts Present ▾
Measure Count and clarity of upcoming events
Anchor none -> one vague -> several dated
Source dig Count and clarity of upcoming events. Anchor: none -> one vague -> several dated. Source: dig.
Catalyst Magnitude ▾
Measure How much each could move the stock
Anchor negligible -> moderate -> large
Source dig How much each could move the stock. Anchor: negligible -> moderate -> large. Source: dig.
Catalyst Timing ▾
Measure Near-term and knowable
Anchor far/uncertain -> middle -> imminent and scheduled
Source dig Near-term and knowable. Anchor: far/uncertain -> middle -> imminent and scheduled. Source: dig.
Probability of Positive Outcome ▾
Measure Odds it breaks favorably
Anchor unlikely -> coin-flip -> likely
Source dig Odds it breaks favorably. Anchor: unlikely -> coin-flip -> likely. Source: dig.
Earnings Setup ▾
Measure Beat-and-raise odds and bar height
Anchor high bar/risk -> in-line -> low bar plus setup
Source estimates/dig Beat-and-raise odds and bar height. Anchor: high bar/risk -> in-line -> low bar plus setup. Source: estimates/dig.
Estimate Revisions ▾
Measure Direction of consensus revisions
Anchor falling -> flat -> rising broadly
Source estimates Direction of consensus revisions. Anchor: falling -> flat -> rising broadly. Source: estimates.
Product / Pipeline Events ▾
Measure Launches, approvals, milestones
Anchor none -> minor -> major scheduled
Source dig Launches, approvals, milestones. Anchor: none -> minor -> major scheduled. Source: dig.
Corporate Actions ▾
Measure Spinoff, M&A, capital return events
Anchor none -> possible -> announced/imminent
Source dig Spinoff, M&A, capital return events. Anchor: none -> possible -> announced/imminent. Source: dig.
Regulatory / Policy Catalysts ▾
Measure Pending decisions with impact
Anchor none -> minor -> major pending
Source dig Pending decisions with impact. Anchor: none -> minor -> major pending. Source: dig.
Positioning Into Catalyst ▾
Measure Under-owned so it surprises
Anchor crowded -> neutral -> under-owned
Source positioning/market Under-owned so it surprises. Anchor: crowded -> neutral -> under-owned. Source: positioning/market.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Catalyst Setup.
Deep-tech / frontier Hard Science Solving problems few others can?
Use as thesis Problem Difficulty ▾
Measure Difficulty of the core problem
Anchor incremental -> hard -> civilization-hard
Source dig Difficulty of the core problem. Anchor: incremental -> hard -> civilization-hard. Source: dig.
Scientific / IP Moat ▾
Measure Patents, trade secrets, know-how depth
Anchor none -> some -> deep plus protected
Source patents/filings Patents, trade secrets, know-how depth. Anchor: none -> some -> deep plus protected. Source: patents/filings.
Technical Lead ▾
Measure Distance ahead of rivals and academia
Anchor behind -> parity -> years ahead
Source dig Distance ahead of rivals and academia. Anchor: behind -> parity -> years ahead. Source: dig.
Proof of Progress ▾
Measure Data and milestones it actually works
Anchor unproven -> promising -> demonstrated
Source dig Data and milestones it actually works. Anchor: unproven -> promising -> demonstrated. Source: dig.
Talent Density ▾
Measure World-class people concentration
Anchor thin -> strong -> elite, hard to assemble
Source web/filings World-class people concentration. Anchor: thin -> strong -> elite, hard to assemble. Source: web/filings.
Replication Difficulty ▾
Measure Could a funded rival copy it
Anchor easy -> hard -> effectively unique
Source dig Could a funded rival copy it. Anchor: easy -> hard -> effectively unique. Source: dig.
Validation / Reg Path ▾
Measure Clarity of approval/qualification
Anchor blocked/unknown -> defined -> de-risked
Source dig Clarity of approval/qualification. Anchor: blocked/unknown -> defined -> de-risked. Source: dig.
R&D Funding Runway ▾
Measure Funded to next milestones
Anchor underfunded -> adequate -> fully funded
Source financials Funded to next milestones. Anchor: underfunded -> adequate -> fully funded. Source: financials.
Commercialization Bridge ▾
Measure Path from science to revenue/scale
Anchor none -> plausible -> proven scaling
Source dig Path from science to revenue/scale. Anchor: none -> plausible -> proven scaling. Source: dig.
Unlocked TAM ▾
Measure Market the breakthrough opens
Anchor small -> large -> category-defining
Source dig Market the breakthrough opens. Anchor: small -> large -> category-defining. Source: dig.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Hard Science.
Value Market Mispriced Is the price wrong vs the value?
Use as thesis Price vs Intrinsic (DCF) ▾
Measure Gap to modeled fair value
Anchor overvalued -> fair -> deeply undervalued
Source valuation Gap to modeled fair value. Anchor: overvalued -> fair -> deeply undervalued. Source: valuation.
Multiple vs Peers ▾
Measure Relative valuation
Anchor premium -> in-line -> discount
Source market Relative valuation. Anchor: premium -> in-line -> discount. Source: market.
Multiple vs Own History ▾
Measure Versus historical range
Anchor top of range -> middle -> bottom
Source market Versus historical range. Anchor: top of range -> middle -> bottom. Source: market.
Implied Expectations ▾
Measure Price-implied scenario vs reality
Anchor unrealistic -> fair -> low bar
Source valuation/dig Price-implied scenario vs reality. Anchor: unrealistic -> fair -> low bar. Source: valuation/dig.
FCF / Earnings Yield ▾
Measure Absolute cheapness
Anchor rich -> average -> cheap
Source financials Absolute cheapness. Anchor: rich -> average -> cheap. Source: financials.
Sum-of-Parts Gap ▾
Measure SOTP vs market cap
Anchor none -> some -> large
Source dig SOTP vs market cap. Anchor: none -> some -> large. Source: dig.
Asset / Replacement Gap ▾
Measure Vs tangible or replacement value
Anchor above -> near -> below
Source financials Vs tangible or replacement value. Anchor: above -> near -> below. Source: financials.
Reverse-DCF Plausibility ▾
Measure Whether implied scenario is achievable
Anchor implausible -> plausible -> conservative
Source dig Whether implied scenario is achievable. Anchor: implausible -> plausible -> conservative. Source: dig.
Non-Fundamental Dislocation ▾
Measure Price moved on flows or forced selling
Anchor none -> some -> clear dislocation
Source market Price moved on flows or forced selling. Anchor: none -> some -> clear dislocation. Source: market.
Re-rating Mechanism ▾
Measure Path to close the gap
Anchor none -> vague -> clear catalyst
Source dig Path to close the gap. Anchor: none -> vague -> clear catalyst. Source: dig.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Market Mispriced.
Quality at a dislocation Beaten-Down Quality Great business, temporarily cheap?
Use as thesis Underlying Quality ▾
Measure Core business quality
Anchor poor -> decent -> excellent
Source financials Core business quality. Anchor: poor -> decent -> excellent. Source: financials.
Drawdown Severity ▾
Measure How far off highs
Anchor near highs -> down 20% -> deep drawdown
Source market How far off highs. Anchor: near highs -> down 20% -> deep drawdown. Source: market.
Cause: Temporary vs Structural ▾
Measure Fixable/transient vs structural
Anchor structural -> unclear -> clearly temporary
Source dig Fixable/transient vs structural. Anchor: structural -> unclear -> clearly temporary. Source: dig.
Balance-Sheet Survivability ▾
Measure Can endure the rough patch
Anchor fragile -> okay -> strong
Source financials Can endure the rough patch. Anchor: fragile -> okay -> strong. Source: financials.
Stabilization Evidence ▾
Measure Signs decline is bottoming
Anchor still falling -> mixed -> bottoming
Source dig Signs decline is bottoming. Anchor: still falling -> mixed -> bottoming. Source: dig.
Valuation vs Normalized ▾
Measure Cheap vs normalized earnings
Anchor rich -> fair -> cheap
Source valuation Cheap vs normalized earnings. Anchor: rich -> fair -> cheap. Source: valuation.
Insider Buying on Weakness ▾
Measure Insiders stepping in
Anchor selling -> none -> buying
Source Form 4 Insiders stepping in. Anchor: selling -> none -> buying. Source: Form 4.
Sentiment Capitulation ▾
Measure Max pessimism / forced selling
Anchor euphoric -> neutral -> capitulation
Source market Max pessimism / forced selling. Anchor: euphoric -> neutral -> capitulation. Source: market.
Re-rating Path ▾
Measure What normalizes it
Anchor none -> vague -> clear
Source dig What normalizes it. Anchor: none -> vague -> clear. Source: dig.
Not a Value Trap ▾
Measure Disconfirms cheap-for-a-reason
Anchor likely trap -> uncertain -> cleared
Source dig Disconfirms cheap-for-a-reason. Anchor: likely trap -> uncertain -> cleared. Source: dig.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Beaten-Down Quality.
Income / yield Capital Returns How much cash comes back to you?
Use as thesis Dividend Yield ▾
Measure Current yield
Anchor none -> about market -> high
Source financials Current yield. Anchor: none -> about market -> high. Source: financials.
Dividend Safety ▾
Measure Payout and FCF coverage
Anchor unsafe -> adequate -> well covered
Source financials Payout and FCF coverage. Anchor: unsafe -> adequate -> well covered. Source: financials.
Dividend Growth ▾
Measure Track record and runway
Anchor cut/none -> flat -> long growth streak
Source financials Track record and runway. Anchor: cut/none -> flat -> long growth streak. Source: financials.
Buyback Yield ▾
Measure Net repurchase percent of cap
Anchor none -> modest -> large
Source filings Net repurchase percent of cap. Anchor: none -> modest -> large. Source: filings.
Buyback Accretion ▾
Measure Bought below value; share count falling
Anchor dilutive -> neutral -> accretive
Source filings Bought below value; share count falling. Anchor: dilutive -> neutral -> accretive. Source: filings.
Debt Paydown ▾
Measure Deleveraging as return of capital
Anchor re-levering -> flat -> paying down
Source financials Deleveraging as return of capital. Anchor: re-levering -> flat -> paying down. Source: financials.
Total Shareholder Yield ▾
Measure Dividend plus buyback plus paydown
Anchor low -> moderate -> high
Source financials Dividend plus buyback plus paydown. Anchor: low -> moderate -> high. Source: financials.
Payout Discipline ▾
Measure Returns vs hoarding or empire-building
Anchor hoards/empire -> mixed -> disciplined
Source dig Returns vs hoarding or empire-building. Anchor: hoards/empire -> mixed -> disciplined. Source: dig.
FCF Durability for Returns ▾
Measure Cash funds returns through cycles
Anchor fragile -> okay -> durable
Source financials Cash funds returns through cycles. Anchor: fragile -> okay -> durable. Source: financials.
Commitment to Returns ▾
Measure Explicit policy or commitment
Anchor none -> informal -> explicit policy
Source filings Explicit policy or commitment. Anchor: none -> informal -> explicit policy. Source: filings.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Capital Returns.
Forensic / short-seller Earnings Quality Do the numbers hold up to a skeptic?
Use as thesis Cash vs Reported Earnings ▾
Measure CFO vs net income alignment
Anchor diverging -> okay -> cash-backed
Source financials CFO vs net income alignment. Anchor: diverging -> okay -> cash-backed. Source: financials.
Accruals Ratio ▾
Measure Accrual share of earnings
Anchor high -> moderate -> low
Source financials Accrual share of earnings. Anchor: high -> moderate -> low. Source: financials.
Revenue-Recognition Aggressiveness ▾
Measure Channel stuffing, pull-forwards
Anchor aggressive -> standard -> conservative
Source dig Channel stuffing, pull-forwards. Anchor: aggressive -> standard -> conservative. Source: dig.
Receivables / Inventory vs Sales ▾
Measure DSO/DIO divergence
Anchor rising fast -> in-line -> improving
Source financials DSO/DIO divergence. Anchor: rising fast -> in-line -> improving. Source: financials.
Non-GAAP Distance ▾
Measure Gap between adjusted and GAAP
Anchor wide -> some -> minimal
Source filings Gap between adjusted and GAAP. Anchor: wide -> some -> minimal. Source: filings.
Restatement / Audit History ▾
Measure Restatements, auditor changes, going concern
Anchor red flags -> minor -> clean
Source dig Restatements, auditor changes, going concern. Anchor: red flags -> minor -> clean. Source: dig.
Related-Party / Off-Balance-Sheet ▾
Measure Undisclosed exposures
Anchor present -> minor -> none
Source filings Undisclosed exposures. Anchor: present -> minor -> none. Source: filings.
Capitalization Choices ▾
Measure Capitalizing what should be expensed
Anchor aggressive -> standard -> conservative
Source dig Capitalizing what should be expensed. Anchor: aggressive -> standard -> conservative. Source: dig.
Dilution / SBC ▾
Measure Share-count creep and stock comp size
Anchor heavy -> moderate -> minimal
Source filings Share-count creep and stock comp size. Anchor: heavy -> moderate -> minimal. Source: filings.
Governance Red Flags ▾
Measure Board independence, insider dealings
Anchor serious -> minor -> clean
Source dig Board independence, insider dealings. Anchor: serious -> minor -> clean. Source: dig.
Evidence weights 10 methodology inputs; cited evidence attaches after a Deep Dive Open this panel to load the methodology input map for Earnings Quality.
Each lens is a thesis view, not a feed number. Criteria explain what the Board asks; cited evidence lives on completed Deep Dives. What a lens is → Ranking thesis Business Quality · One thesis at a time
Open Board → How the board ranks: pick one thesis at a time. The table order is labeled content for that question; switch theses to ask another. The whole table reflects that one thesis, end to end.
