Saturday, 31 January 2026

Revenue Inflection Detection System: The Professional's Playbook

Core Thesis

Revenue inflections are the single most powerful predictor of multi-bagger potential.

Why? Because revenue acceleration:

  • Proves product-market fit is real
  • Forces analyst estimate revisions upward
  • Attracts institutional capital (momentum funds)
  • Creates narrative shift from "story" to "execution"
  • Precedes margin expansion and profitability

The hard part: Finding inflections EARLY, before the market fully prices them in.


PART I: WHAT IS A REVENUE INFLECTION?

The Mathematical Definition

A true inflection requires BOTH:

  1. Acceleration in Growth Rate
    • Q1: +30% YoY → Q2: +40% YoY → Q3: +55% YoY
    • The growth rate itself is growing
  2. Sequential Momentum
    • Revenue isn't just up YoY, but QoQ acceleration is visible
    • Removes seasonality concerns

False Positives to Avoid

NOT inflections:

  • One-time spike then deceleration (M&A, one-off contract)
  • Base effect recovery (revenue crashed, now normalizing)
  • Seasonal pattern (Q4 always strong for retail)
  • Revenue growth but from tiny base ($1M → $2M = 100% but meaningless)

The Gold Standard Pattern

Stage 1: Deceleration/Bottoming (6-12 months)

  • Revenue growth slowing: 50% → 35% → 25% → 20%
  • Stock gets crushed, valuation compresses
  • Analyst downgrades, retail capitulation

Stage 2: Stabilization (2-4 quarters)

  • Growth bottoms: 20% → 22% → 23%
  • Street still skeptical ("dead cat bounce")
  • Stock consolidates, forms base

Stage 3: Re-acceleration (The Entry Zone)

  • Growth accelerates: 23% → 30% → 40%
  • First beat-and-raise quarter
  • THIS IS YOUR BUY SIGNAL

Stage 4: Consensus Shift (Where Big Money Made)

  • Growth sustains: 40% → 45% → 50%+
  • Analyst upgrades cascade
  • Multiple expansion begins
  • Stock can 3-5x in this phase alone


PART II: THE DATA SOURCES & TOOLS

Free/Accessible Tools

1. SEC EDGAR - The Source of Truth

URL: https://www.sec.gov/edgar/searchedgar/companysearch

What to use:

  • 10-Q (quarterly reports) - Revenue trends, segment data
  • 10-K (annual reports) - Full year comparisons
  • 8-K (current reports) - Earnings announcements, material events

Pro tip: Use EDGAR search to find companies that just filed earnings

  • Search by date range (last 3 days)
  • Filter by form type: 8-K
  • Look for "Results of Operations" sections

Specific things to extract:

  • Quarterly revenue (current vs prior year same quarter)
  • Sequential revenue (Q2 vs Q1)
  • Segment breakdowns (which product lines growing fastest)
  • Forward guidance (if provided)

2. Finviz - Free Screener

URL: https://finviz.com/screener.ashx

Filters to use:

  • Market Cap: +Small ($300M+) or +Mid ($2B+)
  • Sales growth past 5 years: >20%
  • Sales growth qtr over qtr: >20%
  • EPS growth this year: Positive (or negative but improving)
  • Average Volume: >500K (tradeable)

Output: List of 50-200 names showing revenue growth

Limitation: Only shows current quarter, doesn't show trend

3. Yahoo Finance - Quick Fundamental Check

URL: https://finance.yahoo.com

For each candidate:

  • Go to "Financials" tab → Quarterly
  • Manually chart last 8 quarters of revenue
  • Look for the re-acceleration pattern

What you're looking for:

Q1 2023: $100M (+25% YoY)

Q2 2023: $105M (+22% YoY) ← Deceleration

Q3 2023: $108M (+20% YoY) ← Bottom

Q4 2023: $115M (+24% YoY) ← Stabilizing

Q1 2024: $125M (+25% YoY) ← Flat

Q2 2024: $140M (+33% YoY) ← INFLECTION ✓

Q3 2024: $155M (+44% YoY) ← ACCELERATION ✓✓

Q4 2024: $175M (+52% YoY) ← SUSTAINED ✓✓✓

4. Seeking Alpha - Earnings Transcripts & Analysis

URL: https://seekingalpha.com

What to read:

  • Earnings call transcripts (management commentary)
  • Revenue guidance for next quarter
  • Q&A section (analyst questions reveal concerns/optimism)

Red flags in transcripts:

  • Management dodging revenue questions
  • Lots of talk about "long-term vision" but no near-term numbers
  • Blaming macro for everything

Green flags:

  • Specific customer wins mentioned
  • Pipeline commentary ("strongest we've ever seen")
  • Raising guidance mid-quarter
  • CFO discussing margin expansion path

5. TradingView - Visual Pattern Recognition

URL: https://www.tradingview.com

How to use for revenue screening:

  • Can't directly chart revenue, but stock price often leads fundamentals
  • Look for: Stocks that made a bottom 6-12 months ago, now breaking out
  • Use screeners: "New 52-week high", "Above 200-day MA", etc.
  • Cross-reference with revenue data from Yahoo/Finviz

Premium Tools (Worth It If Serious)

1. Koyfin ($99-199/mo)

Best for: Revenue trend analysis across time

Features:

  • Charts quarterly revenue going back 10+ years
  • Automatically calculates YoY and QoQ growth rates
  • Can screen entire Russell 2000 for revenue acceleration
  • Shows consensus estimates vs actuals (beat/miss patterns)

Workflow:

  • Screen for: QoQ revenue growth >15% AND YoY growth >25%
  • Sort by: Consecutive quarters of acceleration
  • Export list, then manually review top 20

2. Tegus / AlphaSense ($1,000+/mo - Institutional)

Best for: Qualitative insights BEFORE they hit financials

Features:

  • Expert call transcripts with former employees, customers, competitors
  • Can detect demand inflections before they show in earnings
  • Example: Calls with NVDA customers in Q4 2022 would have revealed AI demand surge

Use case: Once you identify candidate from free tools, validate thesis here

3. Bloomberg Terminal ($2,000/mo - If You Have Access)

Best for: Everything

Key functions:

  • FA REV - Revenue analysis, automatic growth calculations
  • COMP - Compare 50 companies' revenue growth side-by-side
  • NH - News + transcripts + filings all in one place
  • SI - Short interest tracking
  • MSGN - Estimate revisions (analyst momentum)

Screening workflow:

  • Screen: Russell 2000, Revenue growth >20%, Growth accelerating
  • Export to Excel, manually verify last 4 quarters
  • Check analyst estimate revisions (upgrades = confirmation)


PART III: THE STEP-BY-STEP SCREENING WORKFLOW

Weekly Ritual (Every Sunday, 2-3 hours)

Step 1: Macro Sector Selection (15 min)

Question: Which sectors are showing signs of inflection?

Process:

  1. Review sector ETF performance last 3 months
    • Go to Finviz → Groups → Sector Performance
    • Look for sectors that were down 6-12 months ago, now turning
  2. Read 2-3 recent articles on sector trends
    • Example: "Biotech small caps oversold after 2022-2024 bear"
    • Example: "Defense spending bills passing Congress"
  3. Pick 2-3 sectors to focus on this week

Current sectors to watch (Jan 2026 example):

  • Biotech/gene editing (bear market survivors)
  • Small-cap software (AI enablement tools)
  • Cybersecurity (post-breach spend cycles)
  • Defense tech (geopolitical tensions)

Step 2: Universe Building (30 min)

Goal: Create list of 50-100 names in target sectors

Using Finviz:

  1. Go to Screener
  2. Set filters:
    • Sector: Technology / Healthcare (depending on Step 1)
    • Market Cap: Small ($300M+) to Mid ($2B-10B)
    • Average Volume: Over 500K
    • Sales growth qtr over qtr: Positive
  3. Export to Excel (or just copy ticker list)

Alternative - Manual sector list:

  • Google: "Russell 2000 biotech companies list"
  • Copy tickers from sector ETF holdings (e.g., XBI, ARKG)
  • Manually build list of 50-100 tickers

Step 3: Revenue Data Collection (60-90 min)

Goal: Pull last 8 quarters of revenue for each name

Manual method (Yahoo Finance):

  1. Create Excel spreadsheet with columns:
    • Ticker | Q1'23 Rev | Q2'23 Rev | ... | Q4'24 Rev | YoY Growth | QoQ Growth
  2. For each ticker:
    • Go to Yahoo Finance → Financials → Quarterly
    • Copy revenue for last 8 quarters
    • Calculate growth rates
  3. Sort by: Companies showing acceleration in last 2-3 quarters

Semi-automated method (Google Sheets + ImportHTML):

=IMPORTHTML("https://finance.yahoo.com/quote/TICKER/financials?p=TICKER", "table", 1)

  • This pulls financial data automatically
  • Can build a master sheet that updates for 50+ tickers

What you're calculating:

YoY Growth = (Q2'24 Revenue / Q2'23 Revenue) - 1

QoQ Growth = (Q2'24 Revenue / Q1'24 Revenue) - 1


Acceleration Check:

IF (Q2'24 YoY > Q1'24 YoY) AND (Q3'24 YoY > Q2'24 YoY) → FLAG ✓

Step 4: Initial Filtering (20 min)

Goal: Narrow 50-100 names down to 10-15 deep dive candidates

Hard filters:

  1. Revenue >$50M annual (removes too-small)
  2. YoY growth >20% in most recent quarter
  3. Acceleration visible (growth rate increasing 2+ quarters)
  4. NOT a one-time spike (check if sustainable)

Soft filters (add points):

  1. Founder-led company (+1)
  2. Recent insider buying (+1)
  3. High short interest 15-30% (+1)
  4. Analyst estimates being raised (+1)
  5. Sector out of favor but fundamentals improving (+1)

Output: Ranked list of top 10-15 names

Step 5: Deep Dive Analysis (60 min per name, do 3-5 per week)

Goal: Understand WHY revenue is inflecting

For each top candidate:

A. Read Latest 10-Q/8-K (20 min)

  • Revenue breakdown by segment
  • Management commentary on growth drivers
  • Any guidance provided
  • Risk factors (new risks added = red flag)

B. Read Earnings Call Transcript (20 min)

  • Look for specific customer wins, not just buzzwords
  • Pipeline commentary (is it building or stalling?)
  • Margin trajectory (are they investing for growth or profitable?)
  • Q&A tone (analysts optimistic or skeptical?)

C. Check Competitive Landscape (10 min)

  • Who are the competitors?
  • Is revenue inflection company-specific or sector-wide?
  • Market share trends (taking share vs. rising tide lifts all)

D. Validate Growth Sustainability (10 min)

  • Is growth organic or M&A-driven?
  • Is it from new customers or existing customers spending more?
  • Can they sustain this growth rate for 4+ more quarters?
  • What's the TAM? How much runway left?

E. Build Simple Model (15 min)

Current Revenue: $200M

Current Growth Rate: 40% YoY

Assume: Deceleration to 30% in 12 months


Year 1: $200M × 1.40 = $280M

Year 2: $280M × 1.35 = $378M

Year 3: $378M × 1.30 = $491M


If they can get to breakeven at $400M revenue...

Potential inflection to profitability in 18-24 months


PART IV: REAL-TIME MONITORING SYSTEM

Daily Checks (10 min per day)

1. Earnings Calendar Monitoring

  • Site: https://www.earningswhispers.com/calendar
  • Check: Which of your watchlist names reporting this week?
  • Action: Read 8-K filing same day as earnings release

2. Breaking News Alerts

  • Set Google Alerts for your top 10 watchlist tickers
  • Keywords: "[TICKER] revenue", "[TICKER] earnings", "[TICKER] guidance"
  • Scan headlines for material news

3. Insider Trading Monitoring

  • Site: http://openinsider.com
  • Filter: Purchases only, >$100K value
  • Cross-reference with your watchlist
  • Cluster buying = bullish signal

Weekly Analysis (2-3 hours, Sunday routine)

1. Refresh Revenue Data

  • Update Excel with any new quarterly reports filed
  • Recalculate growth rates
  • Check if acceleration continuing or stalling

2. Add New Names

  • Run Finviz screener again
  • Any new names showing up with acceleration?
  • Any of your names falling off (growth slowing)?

3. Rank and Re-prioritize

  • Top 5 = Active watchlist (ready to buy on entry signal)
  • Next 10 = Monitoring (waiting for more confirmation)
  • Bottom tier = Archive (thesis breaking or better opportunities)

Monthly Deep Dive (Half-day, once per month)

1. Full Sector Review

  • Read 2-3 sector research reports (free from Seeking Alpha authors)
  • Understand macro trends affecting your picks
  • Are tailwinds strengthening or weakening?

2. Competitive Analysis

  • For your top 3 holdings/watchlist names
  • Pull revenue data for ALL competitors
  • Who's winning? Who's losing share?
  • Is your company's inflection real or just market growth?

3. Valuation Check

  • Don't buy expensive inflections
  • Calculate: Revenue multiple vs. growth rate
  • Example: Stock trading at 8x revenue, growing 50% = reasonable
  • Example: Stock trading at 20x revenue, growing 30% = expensive


PART V: PRACTICAL EXAMPLE - LIVE WALKTHROUGH

Let me show you exactly how I'd do this RIGHT NOW (Jan 2026) for the biotech sector.

Step 1: Hypothesis

"Small-cap biotech has been in a bear market since 2021. Some companies with real clinical progress should be showing revenue inflections from partnerships, milestones, or early commercialization."

Step 2: Build Universe

I'll use Finviz to find biotech names with positive revenue growth.

Finviz filters:

  • Sector: Healthcare
  • Industry: Biotechnology
  • Market Cap: Small ($300M+)
  • Sales growth qtr over qtr: Positive
  • Average Volume: Over 300K

This gives me ~40-60 names.

Step 3: Pull Revenue Data

I'd take top 20 by market cap, go to Yahoo Finance for each:

Example format:

Company: XYZ Biotech (Ticker: XYZB)


Q1'23: $45M  (+15% YoY, +5% QoQ)

Q2'23: $42M  (+10% YoY, -7% QoQ) ← Deceleration

Q3'23: $40M  (+8% YoY, -5% QoQ)  ← Bottom?

Q4'23: $43M  (+12% YoY, +8% QoQ) ← Stabilizing

Q1'24: $52M  (+16% YoY, +21% QoQ) ← Inflection!

Q2'24: $58M  (+38% YoY, +12% QoQ) ← Acceleration!

Q3'24: $65M  (+63% YoY, +12% QoQ) ← Sustained!

Q4'24: $72M  (+67% YoY, +11% QoQ) ← Monster!


→ CLEAR INFLECTION STARTING Q1'24

→ FLAG FOR DEEP DIVE ✓✓✓

Step 4: Deep Dive Questions

If I found a name like above, I'd ask:

  1. What drove the inflection?
    • New drug approval? Partnership deal? Geographic expansion?
  2. Is it sustainable?
    • One-time milestone payment? Or recurring revenue?
  3. What's the forward outlook?
    • Management guidance? Analyst estimates?
  4. Who else noticed?
    • Insider buying? Institutional accumulation? Analyst upgrades?
  5. What's the risk?
    • Clinical trial failure? Patent expiration? Competitive threat?

Step 5: Entry Decision

If checks pass:

  • Thesis: Revenue inflection from [specific catalyst]
  • Entry price: Current price or pullback to support
  • Position size: 1-3% depending on liquidity/risk
  • Stop loss: -25% or thesis invalidation
  • Target: 3-5x over 12-24 months if inflection sustains


PART VI: ADVANCED PATTERN RECOGNITION

Pattern 1: The "Bear Market Survivor Bottom"

Characteristics:

  • Stock down 60-80% from highs (2021-2023 period)
  • Revenue held up or grew modestly through bear market
  • Now showing re-acceleration
  • Valuation compressed to 2-4x sales (from 10-15x peak)

Why it works:

  • Market gave up on stock
  • Revenue inflection forces re-rating
  • Multiple expansion + growth = double compounding

Example archetype: NVDA Oct 2022 (down 66%, but revenue still growing)

Pattern 2: The "Profitability Inflection"

Characteristics:

  • Pre-profit company showing revenue acceleration
  • Gross margins >50% and expanding
  • EBITDA losses shrinking each quarter
  • Clear path to breakeven in 4-8 quarters

Why it works:

  • Market hates unprofitable companies (especially post-2021)
  • Inflection to profitability = total narrative shift
  • Attracts different buyer base (value investors, institutions)

Example archetype: TSLA Q3 2019 (first profit after years of losses)

Pattern 3: The "Mix Shift"

Characteristics:

  • Total revenue growing 20-30%
  • But one segment growing 100%+
  • High-margin segment taking bigger share of revenue
  • Underappreciated by market (still values on blended multiple)

Why it works:

  • Market slow to recognize mix shift impact
  • Higher-margin mix = profit inflection even without revenue acceleration
  • Gets re-rated once analysts update models

Example archetype: NVDA data center mix (from 40% → 80% of revenue)

Pattern 4: The "TAM Expansion"

Characteristics:

  • Company was niche player in small market
  • Technology/regulatory change opens massive new TAM
  • Revenue inflects as new market adoption begins
  • Original market still growing (dual engine)

Why it works:

  • Market values on old TAM (small)
  • New TAM not yet in models
  • Inflection forces TAM re-evaluation

Example archetype: SHOP (from "e-commerce for crafts" → "infrastructure for all commerce")


PART VII: COMMON MISTAKES & HOW TO AVOID

Mistake 1: Confusing Volatility with Inflection

What it looks like:

  • Revenue jumps 50% one quarter
  • Next quarter back to normal growth

Why it happens:

  • One-time contract, seasonal spike, M&A, accounting change

How to avoid:

  • Require 3+ consecutive quarters of acceleration
  • Read 10-Q for revenue composition (recurring vs. one-time)
  • Check management commentary for sustainability

Mistake 2: Ignoring the Base

What it looks like:

  • Revenue growing from $1M → $2M = 100% growth!
  • But absolute numbers too small to matter

Why it happens:

  • Percentages deceive on tiny bases

How to avoid:

  • Minimum revenue threshold: $50M annual
  • Look at absolute dollar growth, not just %
  • $50M → $75M (+50%) is real, $2M → $3M (+50%) is not

Mistake 3: Buying After The Move

What it looks like:

  • Stock already up 200% from lows
  • You notice the inflection
  • Buy thinking "it'll keep going"

Why it happens:

  • Late to the party, FOMO

How to avoid:

  • Track stocks in real-time, don't wait for obvious moves
  • Best entries are EARLY in inflection (2-3 quarters in)
  • If stock up >150%, wait for pullback or move on

Mistake 4: Ignoring Why It Was Cheap

What it looks like:

  • Stock at 2x sales, revenue accelerating
  • Seems too obvious
  • Hidden: Debt maturity in 6 months, dilution coming, fraud investigation

Why it happens:

  • Focused on revenue, ignored risk factors

How to avoid:

  • Read full 10-Q, especially "Risk Factors" section
  • Check debt maturity schedule
  • Google: "[TICKER] scandal" or "[TICKER] investigation"
  • If something seems too cheap, there's usually a reason

Mistake 5: Over-diversifying

What it looks like:

  • Find 20 names with revenue inflections
  • Buy all 20 with 1% positions

Why it happens:

  • Can't decide, so buy everything

How to avoid:

  • Deep dive 5, buy top 3 with 3-5% each
  • Conviction requires concentration
  • Better to know 3 names deeply than 20 superficially


PART VIII: THE INFLECTION SCREENING CHECKLIST

Use this for every candidate you evaluate:

Revenue Quality (Must Pass All)

☐ Revenue >$50M annual ☐ YoY growth >20% most recent quarter ☐ Growth accelerating 2+ consecutive quarters ☐ Sequential (QoQ) growth positive ☐ Not a one-time spike (check composition)

Business Quality (Must Pass 3 of 5)

☐ Gross margins >40% ☐ Revenue concentrated with <5 customers = NO ☐ Recurring revenue model (SaaS, subscriptions, contracts) ☐ Founder-led or insider ownership >10% ☐ Path to profitability visible (losses shrinking)

Market Setup (Must Pass 2 of 4)

☐ Stock down >40% from 52-week high ☐ Short interest >12% (squeeze potential) ☐ Low analyst coverage (<5 covering) or all Hold/Sell ratings ☐ Sector out of favor but fundamentals improving

Catalyst Visibility (Must Pass 1 of 3)

☐ Upcoming earnings likely to beat (based on trends) ☐ New product launch / FDA approval / contract win imminent ☐ Index inclusion potential or institutional accumulation visible

Risk Check (NONE of these)

☐ Debt maturity <12 months with no refinancing plan ☐ Customer concentration >50% from one customer ☐ Ongoing fraud investigation / SEC inquiry ☐ Recent dilutive equity raise >20% of shares ☐ Management credibility issues (repeated misses)

Scoring:

  • Pass all Revenue Quality + 3+ Business Quality + 2+ Market Setup + 1+ Catalyst = DEEP DIVE
  • Otherwise = WATCHLIST or PASS


PART IX: YOUR FIRST WEEK ACTION PLAN

Monday (2 hours)

  1. Pick ONE sector you understand or want to learn (biotech, software, fintech, etc.)
  2. Build list of 50 tickers in that sector (Finviz or manual)
  3. Create Excel tracker with columns: Ticker, Q1-Q8 Revenue, YoY%, QoQ%, Notes

Tuesday-Thursday (1 hour each day)

  1. Pull revenue data for 15-20 tickers per day (Yahoo Finance)
  2. Calculate growth rates
  3. Flag any showing acceleration pattern
  4. By Thursday, you should have 5-10 potential inflections flagged

Friday (3 hours)

  1. Deep dive on top 3 flagged names
  2. Read latest 10-Q for each
  3. Read earnings transcript for each
  4. Build simple thesis: Why inflecting? Sustainable? Risks?
  5. Rank by conviction

Weekend (2 hours)

  1. Write up full thesis for #1 ranked name
  2. Decide: Buy now? Wait for pullback? Monitor?
  3. Set alerts for news/filings
  4. Plan entry price and position size

Ongoing

  • Repeat weekly
  • Build rolling watchlist of 10-15 names
  • Track which inflections sustain vs. fail
  • Learn from mistakes


PART X: RESOURCES TO BOOKMARK

Essential (Free)

  • SEC EDGAR: https://www.sec.gov/edgar
  • Finviz Screener: https://finviz.com/screener.ashx
  • Yahoo Finance: https://finance.yahoo.com
  • Earnings Whispers: https://www.earningswhispers.com
  • OpenInsider: http://openinsider.com

Helpful (Free)

  • Seeking Alpha: https://seekingalpha.com (free transcripts)
  • TradingView: https://www.tradingview.com (charts)
  • Fintel: https://fintel.io (short interest, institutional)
  • MarketBeat: https://www.marketbeat.com (analyst ratings)

Premium (If You Get Serious)

  • Koyfin: $99/mo - Best for revenue charting
  • YCharts: $200/mo - Alternative to Koyfin
  • Bloomberg Terminal: $2,000/mo - If you have access


FINAL WISDOM

Finding revenue inflections is a skill, not a system.

You won't find them by running a screener once and buying results.

You'll find them by:

  1. Tracking 50-100 names continuously
  2. Noticing when growth rates change
  3. Understanding WHY they're changing
  4. Entering early before market realizes
  5. Holding through volatility as thesis plays out

Your edge comes from:

  • Doing this weekly when others don't
  • Reading boring 10-Qs when others just read headlines
  • Having conviction to buy when stock is still hated
  • Discipline to sell when inflection fades

The prize:

  • 1-2 real inflections per year
  • Each can 3-10x over 12-24 months
  • That's generational wealth creation


YOUR HOMEWORK

  1. This week: Pick a sector, build your first tracker, pull data for 50 names
  2. This month: Track weekly, find your first 3 inflection candidates
  3. This quarter: Paper trade 5 inflections, document what works/fails
  4. This year: Build repeatable process that finds 10-20 candidates annually

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