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Multi-Lens Equity Analysis

Each equity is examined through multiple analytical lenses by specialized AI personas. They debate, challenge each other, and converge on assessments — or preserve dissent as nuance.

Analyzed Equities

ABNB
Airbnb
Consumer Cyclical
2w ago
Gravy GaugeMoat MapperMyth MeterRegulatory Reader

With NYC proving cities can eliminate 90% of listings overnight, Barcelona's ban legally upheld, and 75-80% of revenue in exposed geographies, is Airbnb's ~35x P/E pricing in growth that regulators -- not competitors -- may prevent?

4lenses5signals14debates
ADSKNEW
Autodesk, Inc.
Technology
6d ago
Fugazi FilterRevenue RevealerGravy GaugeMoat MapperInsider InvestigatorMyth MeterBlack Swan Beacon

Autodesk's SEC and DOJ investigations both closed with no charges, yet the stock trades at ~19x forward PE -- bottom decile of its 5-year range. Is the market still pricing a risk that no longer exists?

7lenses10signals15debates
BKNG
Booking Holdings Inc.
Consumer Discretionary
1w ago
Regulatory ReaderMoat MapperGravy GaugeMyth MeterBlack Swan Beacon

Booking Holdings delivered $26.9B in FY 2025 revenue with 36.9% EBITDA margins and zero visible DMA damage after 16+ months -- yet the parity clause ban permanently removes its 20-year pricing advantage, the KAYAK impairment signals moat erosion, and a new UK class action broadens regulatory exposure. Is the market overweighting fear or correctly anticipating structural decline?

5lenses8signals18debates
BRK.B
Berkshire Hathaway Inc.
Financial Services
1w ago
Moat MapperStress ScannerGravy GaugeMyth MeterInsider InvestigatorBlack Swan Beacon

Berkshire posted record Q3 earnings (+33.6%) yet trades 11.5% below its peak after Buffett's exit. With $381B in cash, a $48B wildfire shadow, and an untested CEO -- are the structural moats enough?

6lenses11signals13debates
BYND
Beyond Meat, Inc.
Consumer Staples
1w ago
Fugazi FilterStress ScannerRoadkill RadarMyth MeterBlack Swan Beacon

With $200-240M in post-restructuring cash, ~17 months of runway, revenue declining 13-20% YoY, and no plausible scenario achieving breakeven, is Beyond Meat's turnaround narrative a lifeline or a countdown?

5lenses11signals14debates
CATNEW
Caterpillar Inc.
Industrials
3d ago
Gravy GaugeMoat MapperStress ScannerMyth MeterRevenue Revealer

Caterpillar's E&T power generation is surging 30% YoY with a $51B backlog, but earnings declined 13% on record revenue and the market re-rated CAT from 15x to 20x+ P/E -- is the structural growth narrative justified or overstated?

5lenses7signals14debates
AMZN
Amazon.com, Inc.
Technology
2w ago
Moat MapperStress ScannerRegulatory ReaderMyth Meter

Amazon is making the largest capital allocation bet in corporate history -- $200B in 2026, 37% above analyst consensus. With AWS market share declining from 33% to 29-30% while Azure grows at 1.6x the rate, is the $244B backlog enough to justify negative free cash flow by design?

4lenses7signals12debates
ASTS
AST SpaceMobile, Inc.
Technology
1w ago
Stress ScannerMyth MeterMoat MapperInsider InvestigatorRegulatory ReaderFugazi Filter

With only 6 of 45-60 satellites deployed, zero commercial service revenue, and a $30B market cap, does AST SpaceMobile's broadband D2D technology lead justify the valuation -- or has SpaceX's 600+ satellite head start and FCC license already closed the window?

6lenses10signals22debates
COMP
Compass, Inc.
Real Estate Technology
2w ago
Consolidation CalibratorMoat MapperMyth MeterStress Scanner

Compass grew market share from 4.4% to 5.6% organically, then bet everything on a $10B Anywhere merger that pushed leverage from 0x to 4.4x -- on the same entity that nearly went bankrupt under similar leverage in 2007. Is this transformative or reckless?

4lenses6signals12debates
COSTNEW
Costco Wholesale Corporation
Consumer Staples
5d ago
Moat MapperGravy GaugeAtomic AuditorMyth MeterStress ScannerRegulatory ReaderBlack Swan Beacon

Costco's 92.2% membership renewal rate and ~35.6% ROIC make it one of the highest-quality businesses in public markets, but at 54x P/E -- 39% above the 10-year average -- is the market paying for a 'compounder' that is, at its core, a physical retailer with 3.77% operating margins?

7lenses12signals19debates
CRMNEW
Salesforce, Inc.
Technology
Yesterday
Gravy GaugeMyth MeterMoat MapperConsolidation CalibratorInsider InvestigatorStress ScannerAtomic Auditor

Is Salesforce a $12.4B free-cash-flow machine hiding behind an unproven AI narrative, or is AgentForce the catalyst that justifies paying for growth reacceleration?

7lenses11signals19debates
CRWDNEW
CrowdStrike Holdings, Inc.
Technology
5d ago
Moat MapperGravy GaugeMyth MeterStress ScannerRegulatory ReaderConsolidation CalibratorFugazi FilterInsider InvestigatorBlack Swan Beacon

CrowdStrike kept 97% of customers through the worst IT outage in history, but the DOJ and SEC are investigating whether its $4.24B ARR metric is trustworthy. At ~90x P/E, what is the appropriate discount for a federal investigation into the number that drives everything else?

9lenses12signals30debates
CVNA
Carvana Co.
Consumer Discretionary
1w ago
Fugazi FilterGravy GaugeStress ScannerInsider InvestigatorMyth MeterRegulatory ReaderMoat MapperBlack Swan Beacon

With $1.9B in GAAP profit built on a pre-tax loss, $600M+ in Garcia family RPTs under SEC investigation, and two short seller reports alleging fraud -- is Carvana's turnaround real or engineered?

8lenses15signals25debates
DE
Deere & Company
Industrials
1w ago
Moat MapperRegulatory ReaderStress ScannerGravy GaugeBlack Swan Beacon

Deere's technology moat is widening, but the FTC is suing to pry open the very proprietary tools that create switching costs -- with revenue down 25% and a $2.4B tariff+labor headwind, is this a structural buy or a regulatory trap?

5lenses8signals22debates
DDOGNEW
Datadog, Inc.
Technology
2d ago
Gravy GaugeMoat MapperMyth MeterInsider Investigator

Datadog's revenue is accelerating (25% to 28% YoY) while the stock is down 46% from peak -- are dominant bear narratives materially disconnected from reality, or does $110M+ in insider selling signal what the numbers do not?

4lenses6signals17debates
DOCUNEW
DocuSign, Inc.
Technology
4d ago
Myth MeterGravy GaugeMoat MapperInsider InvestigatorRevenue Revealer

DocuSign's management frames stable 8% growth as 'reacceleration' and a 30% non-GAAP margin hides 6.7% GAAP reality -- but at 9.6x P/FCF, has the market already over-corrected past the narrative inflation?

5lenses6signals14debates
FSLY
Fastly, Inc.
Technology
2w ago
Gravy GaugeMoat MapperMyth MeterAtomic AuditorRevenue Revealer

Fastly surged 64-88% in one day on a genuine earnings beat -- but with the AI narrative unquantified and expectations now demanding, did the stock move from underpriced to fairly valued or from underpriced to overshoot?

5lenses7signals11debates
DIS
The Walt Disney Company
Communication Services
3w ago
Stress ScannerGravy GaugeMoat MapperConsolidation Calibrator

Is Disney's streaming turnaround durable, or is the $9.7B capital return program masking structural decline?

4lenses8signals8debates
GTLB
GitLab Inc.
Technology
2w ago
Moat MapperMyth MeterGravy GaugeInsider InvestigatorAtomic Auditor

GitLab's seat-based growth engine is decelerating (DBNRR 122% to 119%) while the AI replacement -- Duo Agent -- has zero revenue. Is this a structurally sound platform in transition, or a business model being disrupted from within?

5lenses8signals9debates
HIMSNEW
Hims & Hers Health
Healthcare
3d ago
Regulatory ReaderGravy GaugeMyth MeterStress ScannerInsider Investigator

With 5 concurrent legal proceedings targeting 25-70% of revenue and a DOJ criminal referral, is HIMS's 60% stock decline an overreaction or the beginning of a structural unraveling?

5lenses7signals5debates
HOOD
Robinhood Markets
Financial Services
2w ago
Gravy GaugeMoat MapperMyth MeterRegulatory Reader

Robinhood delivered $4.5B revenue (+52%), 56% EBITDA margins, and #1 in options — but the stock fell 40%+, compressing P/S from 17.7x to ~9.9x. With expectations reset from DEMANDING to MODEST, does the risk/reward now favor Robinhood despite CONDITIONAL revenue and a CONTESTED moat untested through a bear market?

4lenses5signals8debates
INTU
Intuit Inc.
Technology
1w ago
Gravy GaugeMoat MapperMyth MeterRegulatory ReaderInsider InvestigatorFugazi FilterConsolidation Calibrator

Is Intuit's 43% stock decline an overreaction to AI disruption fears, or are insiders selling $375M during the drawdown telling you something the 18% revenue growth is not?

7lenses9signals12debates
LLY
Eli Lilly and Company
Healthcare
3w ago
Gravy GaugeRegulatory ReaderMoat Mapper

Can Eli Lilly sustain 60% market share and +23-27% growth as the GLP-1 market matures and regulatory pressures persist through Q2 2026?

3lenses3signals3debates
LMND
Lemonade, Inc.
Financial Services
1w ago
Myth MeterAtomic AuditorGravy GaugeMoat MapperStress ScannerRegulatory ReaderInsider InvestigatorBlack Swan Beacon

With ~8x P/S vs ~2x for peers and a 53% revenue growth rate inflated 22pp by a one-time reinsurance shift, is Lemonade's AI premium justified or is execution running ahead of fundamentals?

8lenses15signals30debates
MA
Mastercard Incorporated
Financials
1w ago
Moat MapperRegulatory ReaderGravy GaugeMyth MeterStress ScannerConsolidation CalibratorBlack Swan Beacon

Mastercard's moat is DOMINANT across 3.7B cards and 220+ countries, yet five of six lenses independently flagged regulatory exposure as material -- with the CCCA reintroduced, UK CAT ruling interchange fees inherently anticompetitive, and Capital One proving a major bank can leave. At 38x forward P/E, is the market pricing a compounder or a future utility?

7lenses11signals22debates
MDBNEW
MongoDB, Inc.
Technology
5d ago
Moat MapperGravy GaugeMyth MeterFugazi FilterStress ScannerInsider InvestigatorAtomic Auditor

MongoDB delivers 30% Atlas growth and beat-and-raise guidance x3, yet stock-based compensation at 52% of revenue means GAAP operating margins are approximately -30%. Is the profitability real or illusory?

7lenses11signals10debates
MOH
Molina Healthcare, Inc.
Healthcare
1w ago
Gravy GaugeInsider InvestigatorRegulatory Reader

Can a pure-play government healthcare company thrive in a contractionary policy environment?

3lenses8signals10debates
MRNA
Moderna, Inc.
Healthcare
1w ago
Regulatory ReaderGravy GaugeStress ScannerMyth MeterBlack Swan Beacon

With an FDA political appointee overruling career scientists to block Moderna's flu vaccine while COVID revenue declines 30%+ YoY, is the near-zero enterprise value above cash an overreaction or a preview of structural decline?

5lenses9signals10debates
MRVLNEW
Marvell Technology, Inc.
Technology
4d ago
Gravy GaugeMoat MapperConsolidation CalibratorMyth Meter

Marvell's 73% data center revenue concentration and $5.5B pre-revenue Celestial AI bet make its strengths and weaknesses structurally inseparable -- is the 35% stock decline from $127 an overreaction or a justified repricing?

4lenses8signals6debates
NFLX
Netflix, Inc.
Communication Services
2w ago
Regulatory ReaderConsolidation CalibratorMoat MapperMyth MeterStress Scanner

Netflix's organic business delivered record $45.18B revenue (+16%) and expanding margins, yet the stock declined ~28% on the $82.7B WBD deal facing DOJ scrutiny and Congressional opposition. Is the market overpricing deal risk or underpricing a balance sheet transformation?

5lenses9signals18debates
NVDANEW
NVIDIA Corporation
Technology
Yesterday
Fugazi FilterGravy GaugeMoat MapperRegulatory ReaderMyth MeterRevenue Revealer

NVIDIA's FY2026 revenue hit $216B with 75% margins and $97B FCF, but with 91% tied to Data Center and its largest customers building competing ASICs, is the $4.8T valuation pricing permanence into what may be a capex cycle peak?

6lenses8signals10debates
NVO
Novo Nordisk A/S
Healthcare
1w ago
Gravy GaugeRegulatory ReaderMoat Mapper

Is Novo Nordisk's GLP-1 dominance ending, or is the 40-66% stock decline an overreaction to temporary headwinds?

3lenses4signals6debates
OKTANEW
Okta, Inc.
Technology
3d ago
Fugazi FilterMoat MapperGravy GaugeMyth MeterInsider InvestigatorStress Scanner

With 3 breaches in 4 years and revenue growth halving from 22% to 11%, can Okta's switching-cost moat survive Microsoft Entra bundling and management's narrative running ahead of reality?

6lenses9signals9debates
ORCL
Oracle Corporation
Technology
2w ago
Fugazi FilterGravy GaugeStress ScannerMyth MeterInsider Investigator

Oracle's $523B in RPO is the largest in enterprise tech history, but an estimated 58% is tied to a single counterparty with $20B revenue against $1T+ in commitments. With FCF collapsing $40B in two years and 7 insiders selling while zero buy, is this a visionary infrastructure bet or an unsustainable financial structure?

5lenses9signals14debates
PYPL
PayPal Holdings, Inc.
Technology
3w ago
Fugazi FilterGravy GaugeStress Scanner

Is PayPal's fortress balance sheet being deconstructed through aggressive buybacks, or is this disciplined capital return?

3lenses15signals9debates
RDDT
Reddit, Inc.
Technology
3w ago
Gravy GaugeMyth MeterRegulatory ReaderInsider Investigator

Is Reddit's 70% revenue growth sustainable, or do structural dependencies and a third narrative pivot to 'Reddit Answers' signal persistent fragility beneath strong execution?

4lenses5signals7debates
REZINEW
Resideo Technologies, Inc.
Industrials
2d ago
Fugazi FilterStress ScannerConsolidation CalibratorInsider InvestigatorRegulatory Reader

Is Spruce Point right about REZI's accounting concerns, or is this a profitable short squeeze setup?

5lenses7signals12debates
SNOWNEW
Snowflake Inc.
Technology
Yesterday
Myth MeterFugazi FilterMoat MapperGravy GaugeInsider Investigator

Snowflake's Q4 FY2026 showed record execution (30% revenue, 42% RPO growth, SBC declining 41%→34%→27% guided) but AI revenue remains undisclosed and Databricks has surpassed it on ARR. Is the SBC compression trajectory enough to close the narrative-reality gap?

5lenses8signals11debates
TGTNEW
Target Corporation
Consumer Defensive
5d ago
Gravy GaugeMoat MapperStress ScannerMyth MeterFugazi FilterInsider InvestigatorBlack Swan Beacon

Target's 33% rally prices in turnaround progress that 4 consecutive negative comp quarters haven't yet delivered -- with a Kohl's analog showing 5/6 signal overlap and 73% value destruction, is this a Best Buy 2012 recovery or a value trap in motion?

7lenses12signals11debates
TWLO
Twilio Inc.
Technology
2w ago
Gravy GaugeMoat MapperMyth MeterRegulatory ReaderStress ScannerBlack Swan Beacon

Twilio delivered record Q4 revenue, first GAAP profitability, and validated growth re-acceleration — but AI revenue is still unquantified, gross margins broke below 50%, and FY2026 organic guidance of 8-9% raises the question: is 13% growth a new baseline or a cyclical peak?

6lenses10signals17debates
V
Visa Inc.
Financials
1w ago
Regulatory ReaderMoat MapperGravy GaugeMyth MeterStress ScannerConsolidation CalibratorInsider InvestigatorBlack Swan Beacon

Visa's stock fell 11% despite Q1 revenue surging 15% and EPS beating estimates -- while the DOJ antitrust suit survived dismissal and CCCA legislation gained presidential endorsement. With $21.6B in FCF and 60% margins, is the market pricing rational fear of regulatory restructuring or over-discounting near-term operational strength?

8lenses12signals22debates
WMT
Walmart Inc.
Consumer Defensive
1w ago
Moat MapperGravy GaugeMyth MeterAtomic AuditorBlack Swan Beacon

Walmart's operational transformation is real -- DOMINANT moat, DURABLE revenue, EXCEEDING execution -- but at elevated P/E with extreme analyst consensus, is the 'tech ecosystem' narrative still ahead of P&L reality even as the gap narrows?

5lenses10signals13debates
XYZ
Block, Inc.
Financial Services
1w ago
Fugazi FilterRegulatory ReaderGravy GaugeMoat MapperMyth MeterBlack Swan Beacon

Block's GP accelerated from +9% to +18% YoY while the stock fell 20%+ -- is the market pricing in a $22B untested lending portfolio and 4 open enforcement matters, or missing an acceleration the numbers clearly show?

6lenses10signals16debates

How It Works

1

Multiple Lenses

Each lens asks a different question: accounting quality, revenue durability, governance alignment, market sentiment, and more.

2

Persona-Driven Debate

Specialized personas — analysts, critics, synthesizers — examine the evidence, challenge conclusions, and refine assessments.

3

Converged Assessments

Only findings that survive multi-model scrutiny reach the final report. Genuine disagreements are preserved as valuable nuance.

Available Lenses

Fugazi Filter

Are the numbers trustworthy?

5 signals

Examines accounting quality, governance alignment, and funding fragility to detect potential earnings manipulation or structural risks.

Gravy Gauge

Is this revenue durable?

4 signals

Assesses revenue durability, regulatory exposure, and dependency on capital markets to evaluate business sustainability.

Roadkill Radar

Is the market missing something?

6 signals

Identifies market overreactions to bad news, analyzing whether pessimism has created genuine value opportunities.

Prospectus Probe

Can insiders be trusted?

5 signals

Scrutinizes insider incentives, lockup structures, and pre-IPO promises to evaluate post-listing risks.

Insider Investigator

What are insiders telling us?

1 signals

Analyzes insider trading patterns, Form 4 filings, and executive compensation to assess management alignment with shareholders.

Regulatory Reader

What do regulators see?

2 signals

Evaluates regulatory exposure, policy dependencies, and enforcement history to identify government-related business risks.

Atomic Auditor

Are unit economics proven?

2 signals

Audits unit economics at the atomic level to determine whether each incremental unit of activity creates value or is subsidized by investor capital.

Consolidation Calibrator

Is M&A creating value?

3 signals

Analyzes serial acquirers to determine whether M&A strategy creates shareholder value or obscures underlying weakness.

Moat Mapper

Is the advantage durable?

1 signals

Maps competitive advantages to determine whether moats are real, measurable, and durable against well-funded competitors.

Myth Meter

Is sentiment detached from reality?

2 signals

Measures the gap between market narrative and operational reality to identify sentiment disconnects from fundamentals.

Revenue Revealer

Is revenue structural or fragile?

2 signals

Analyzes structural composition and durability of revenue streams, identifying dependencies on fragile conditions.

Stress Scanner

What breaks under stress?

2 signals

Stress-tests capital structure to identify vulnerabilities that could surface during adverse conditions.