Revenue growth can fool you.
Gross profit is harder to fake.
A company can report impressive sales while discounts, infrastructure costs, fulfillment, hardware expense, customer incentives, or low-margin mix consume most of the incremental economics.
The stronger business is the one converting revenue into more gross profit with less incremental operating burden.
With Apple and Palantir reporting tonight and ISM Manufacturing updating orders, production, inventories, employment and prices today, this Intel Drop searches for companies where gross-profit productivity appears to be inflecting before headline margins fully reveal it. Apple and Palantir are both confirmed for Monday after the close.
Use this to find growth that is becoming economically better as it scales.
💡PROMPT TEXT:
(copy & paste the below text into your preferred AI model: ChatGPT, Claude, Gemini, Perplexity, Grok, Meta, etc.)
You are a senior buy-side equity analyst running a “Gross Profit Efficiency” stock screen as of November 2, 2026. GOAL: Identify 12–20 U.S.-listed companies where gross profit is growing faster than the resources required to generate it. Do NOT simply screen for high gross margins. Find companies where GROSS PROFIT PRODUCTIVITY is improving. Use the latest available: - 10-K and 10-Q filings - Earnings releases - Earnings transcripts - Revenue - Gross profit - Cost of revenue - Headcount - Sales and marketing expense - R&D - Infrastructure expense - Customer acquisition costs where available - Transaction volume - Analyst estimates STEP 1 — BUILD THE GROSS PROFIT SERIES For at least 8 quarters calculate: - Revenue - Gross profit - Gross margin - Gross profit growth - Operating expenses - Free cash flow Compare gross profit growth with revenue growth. Classify: - Gross Profit Accelerating Faster Than Revenue - Roughly Matching Revenue - Lagging Revenue STEP 2 — MEASURE GROSS PROFIT PRODUCTIVITY Where data permit calculate or estimate: - Gross profit per employee - Gross profit per customer - Gross profit per transaction - Gross profit per store / location - Gross profit per unit of infrastructure expense - Gross profit per sales-and-marketing dollar Choose metrics appropriate to each business model. STEP 3 — IDENTIFY THE DRIVER Determine whether improving gross-profit economics come from: - Pricing - Higher-margin mix - Lower infrastructure costs - Better procurement - Automation - Software mix - Reduced fulfillment expense - Improved customer quality - Scale purchasing - Lower unit costs Classify the driver: - Structural - Cyclical - Temporary - Unclear STEP 4 — REMOVE LOW-QUALITY IMPROVEMENTS Reject or downgrade companies where gross-profit improvement is primarily caused by: - Severe discount reductions after prior overpromotion - Abrupt withdrawal from low-income customers - Underinvestment in service - Deferred maintenance - One-time supplier rebates - Accounting reclassification - Acquisition mix STEP 5 — TEST OPERATING EXPENSE ABSORPTION Compare gross profit growth with: - SG&A growth - R&D growth - Sales and marketing growth - Headcount growth Ask: For every additional $1 of gross profit, how much incremental operating expense is required? Classify scalability: - Excellent - Strong - Moderate - Weak STEP 6 — ANALYZE FREE-CASH-FLOW CONFIRMATION Determine whether improving gross-profit efficiency also produces: - Higher operating cash flow - Higher FCF - Higher FCF margin Downgrade situations where accounting gross profit improves but cash economics do not. STEP 7 — CHECK COMPETITIVE QUALITY Ask whether better gross-profit economics result from: - Genuine moat - Better product mix - Network effects - Scale advantage - Market-share gains or merely: - Temporary supply imbalance - Competitor weakness - Unsustainable pricing STEP 8 — INCORPORATE ISM MANUFACTURING Use officially released October 2026 ISM Manufacturing data. Where relevant analyze: - New Orders - Production - Employment - Inventories - Customers’ Inventories - Prices - Backlogs - Supplier Deliveries Determine whether manufacturing conditions support or contradict company-level gross-profit trends. If the report is unavailable, state that clearly. STEP 9 — CHECK CONSENSUS Compare: - Consensus revenue - Gross-margin expectations - EPS estimates - FCF estimates - Recent revisions - Current valuation Determine whether improving gross-profit efficiency appears: - Underappreciated - Partially Recognized - Fully Priced STEP 10 — SCORE EACH COMPANY Assign: - Gross Profit Growth Quality: 1–5 - Gross Profit Productivity: 1–5 - Operating Expense Leverage: 1–5 - FCF Confirmation: 1–5 - Structural Scalability: 1–5 - Competitive Advantage: 1–5 - Consensus Blind Spot: 1–5 - Valuation Support: 1–5 Calculate: GROSS PROFIT EFFICIENCY SCORE: 1–10 BUILD THE GROSS PROFIT EFFICIENCY TABLE: - Ticker - Company - Sector - Revenue Growth - Gross Profit Growth - Gross Margin Trend - Primary Efficiency Driver - Operating Expense Trend - FCF Confirmation - Scalability Rating - Consensus Awareness - Next Catalyst - Opportunity Score - Primary Invalidation Risk THEN IDENTIFY: 1. Five strongest gross-profit efficiency inflections 2. Three companies where gross profit is accelerating faster than revenue 3. Three businesses growing revenue faster than economic value 4. Three companies where scale is materially reducing unit costs 5. Two asset-light businesses with unusually strong gross-profit productivity 6. Two capital-intensive businesses showing surprising scalability Clearly distinguish: - Reported facts - Calculations - Estimates - Interpretation Never invent company metrics, headcount, margins, or analyst estimates. Output in a clean table + 3–5 sentence explanation why this matters right now.
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