Company deep dive
Business model, financials, valuation and risks.
Research [company]: business model, revenue drivers, financial statements, competitive position, valuation scenarios and material risks. Use filings and date every financial metric.
Pick a field, write the question, choose how deep to go. It reads primary sources, argues with its own findings and hands you four files you can audit.
Every research run gets the same workflow, whatever the field.
Question, audience, date range, region and definitions are fixed before any searching starts.
Official data, filings, legislation and peer-reviewed work first — read, not skimmed from snippets.
Each material claim is compared across independent sources before it enters the findings.
Assumptions, contradictory evidence, data gaps and confidence are labelled, not smoothed over.
Executive summary, findings, alternatives, limitations and the questions still open.
Instruction added to the brief for each depth, quoted from the app.
Company, macro and sector questions answered from filings and official series — with fiscal periods, currencies and accounting definitions lined up before anything is compared.
“For finance align fiscal periods, currencies and accounting definitions; distinguish observations, estimates and scenarios.”
claim,evidence,source,type,period C1,segment revenue,10-K (SEC),observation,FY [year] C2,margin trend,10-Q (SEC),observation,Q[n] [year] C3,rate path,FRED series,observation,[range] C4,valuation range,model,scenario,—
Business model, financials, valuation and risks.
Research [company]: business model, revenue drivers, financial statements, competitive position, valuation scenarios and material risks. Use filings and date every financial metric.
Compare indicators, regimes and competing explanations.
Investigate [economic question] using official economic series, definitions, time ranges and alternative explanations. Deliver a data-backed brief and sources.
Market structure, competitors and structural change.
Analyse [sector] in [region]: market structure, competitors, regulatory changes, unit economics and evidence-backed trends.
Map a research front from the papers themselves: who measured what, with which method, and where the evidence still disagrees.
“Map current research on [topic], prioritising primary papers, reproducible methods and competing hypotheses.”
## Research fronts 1. [front] — [method], [n] primary papers [C1][C2] 2. [front] — contested [C3] vs [C4] ## Competing hypotheses H1 … supported by [C1] H2 … supported by [C3], contradicted by [C4] ## Open questions
Research fronts, methods and open questions.
Map current research on [topic], prioritising primary papers, reproducible methods and competing hypotheses.
Evidence reviews, curricula and teaching briefs that separate study design, population and outcome — so an effect in one setting isn't sold as a rule.
“For education distinguish study design, population, outcomes and limitations.”
claim,study,design,population,outcome,strength C1,[study],RCT,[grade/age],[outcome],peer-reviewed C2,[study],quasi-experimental,[setting],[outcome],peer-reviewed C3,[study],observational,[setting],[outcome],limited
A transparent search strategy and study comparison.
Review the evidence for [education question]. Define inclusion criteria, search strategy, populations and outcomes. Compare study quality and identify gaps.
Learning objectives, sequencing and assessment.
Research and design a curriculum for [audience/topic]. Map learning objectives, prerequisites, evidence-based teaching methods, assessments and accessibility.
Turn evidence into an actionable teaching brief.
Compare approaches to [learning challenge], separating effect sizes, study settings and practical tradeoffs.
Regulation read from the legislation and the regulator, with jurisdiction and effective dates on every line — and what is merely proposed kept in its own column.
“Research [policy question] for [jurisdiction]. Use official legislation and regulators, cite effective dates and separate proposals from enacted rules.”
url,title,publisher,published,accessed,status,claim [official url],[act],[legislature],[date],[date],enacted · effective [date],C1 [official url],[rule],[regulator],[date],[date],in force,C2 [official url],[bill],[legislature],[date],[date],proposed,C3
Jurisdiction, effective dates and implementation.
Research [policy question] for [jurisdiction]. Use official legislation and regulators, cite effective dates and separate proposals from enacted rules.
Competitive research from primary product evidence, and decision dossiers that test assumptions and name what is still uncertain.
“Inspect primary product evidence, document features and pricing dates, and identify underserved needs.”
# Method Criteria: [cost, risk, time to value] Options compared: [A], [B], [C] Evidence: product pages and pricing, dated [date] # Assumptions tested … # Remaining uncertainty …
Product evidence, positioning and customer needs.
Compare [products/companies] for [audience]. Inspect primary product evidence, document features and pricing dates, and identify underserved needs.
Evidence, options, risks and a decision framework.
Build a decision dossier for [decision]. Define criteria, gather evidence, compare alternatives, test assumptions and identify the remaining uncertainties.
The guidance asks for the same handoff on every run. Open each to see its shape.
# Executive summary Three findings, each with its confidence and the sources behind it. ## Findings 1. … [C1] [C3] 2. … [C2] ## Alternatives ## Limitations ## Unanswered questions