Blog - Atlantic Data Security

Balancing Vulnerability Assessments, Penetration Tests, and Automated Testing

Written by Dana Morrow | Dec 30, 2025 4:19:46 PM

How to Beat the Odds: Balancing Vulnerability Assessments, Penetration Tests, and Automated Testing 

In sports betting, covering the spread isn’t about luck. The smartest bettors study the numbers, track injuries, watch trends, and place the right kinds of bets at the right times. 

Cybersecurity works the same way. Your organization is constantly betting against the odds—betting that your controls, patches, and detections can keep you ahead of attackers. The question isn’t whether you should test your defenses, but how often and how deeply you should do it to “cover your spread” and avoid surprise losses. 

This is where vulnerability scanning, automated penetration testing, and manual penetration testing come together as a coordinated game plan—not one-off gambles. 

 

The Game Plan: Betting Against the House 

Think of your attack surface as the full season schedule and threat actors as an advantage player, trying to exploit every weakness. Every scan, assessment, or penetration test is a wager—a calculated move designed to measure your odds of staying ahead. 

Different testing methods are like different kinds of bets in your playbook: 

 

Testing Type 

Recommended Frequency 

Betting Analogy 

Coverage Depth 

Risk if Ignored 

Vulnerability Scan 

Daily / Weekly 

Moneyline – low risk, steady insight 

Broad surface coverage 

High (shallow, noisy insight) 

Automated Pen Test 

Monthly / Quarterly 

Point Spread – balanced risk and reward 

Moderate depth 

Moderate 

Manual Pen Test 

Quarterly / Annually 

Parlay – big payoff if timed and scoped well 

Deep, contextual 

High if too infrequent 

 

Here’s how they play together on your security scoreboard: 

  • Vulnerability scans show you the score: what is vulnerable, where it is, and how often new issues appear. 
  • Automated penetration tests show the plays: which vulnerabilities can actually be chained or exploited in realistic attack paths. 
  • Manual penetration tests reveal the game plan: how a skilled attacker would think, pivot, and string together weaknesses to reach your crown jewels. 

If you only rely on one kind of “bet,” you leave blind spots. A moneyline-only bettor ignores the value in spreads and props. A scan-only security program ignores how attackers actually move. 

 

The “Spread” Between Tests 

In betting, the spread reflects how much better one team is expected to be than the other. In cybersecurity, your “risk spread” is the gap between your last test and your current reality. 

Every day that passes between assessments is like the clock ticking down in a tight game. New vulnerabilities appear, patches age, and your exposure gradually widens if you are not updating your view. 

Conceptually, it looks like this: 

 

Time Between Tests 

Avg. New Vulns per Asset 

Exploit Likelihood 

“Risk Spread” to Cover 

Daily 

~0.05 

Very Low 

Tight — easily contained 

Weekly 

~0.35 

Low 

Manageable with good hygiene 

Monthly 

1.5–2 

Medium 

Starting to widen 

Quarterly 

6–8 

High 

Attackers are gaining ground 

Yearly 

24–30+ 

Critical 

The house almost always wins 

 

If you are only running an annual penetration test, you are effectively betting that nothing critical will change for 12 months—a long shot in a world where new vulnerabilities, new assets, and new misconfigurations show up constantly. 

The longer you go between tests, the more you concede the attacker points on the spread. 

The Stats: How the Numbers Play Out 

Let’s look at a simplified example of a mid-sized enterprise: 

  • Roughly 10,000 assets (servers, endpoints, cloud resources, applications) 
  • 2–3 new vulnerabilities per asset per month 
  • Average patch cycle of 30–60 days 

 

Over a year, this organization generates a huge volume of potential issues. Different testing methods surface those issues in very different ways: 

 

Test Type 

Typical Annual Frequency 

Findings (Approx.) 

Overlap 

“Win Rate” (Practical Effectiveness) 

Vulnerability Scans 

365× 

100,000+ raw findings 

~40% duplicates 

~60% (high noise, broad coverage) 

Automated Pen Tests 

 

5,000 exploitable paths 

~20% overlap 

~80% (prioritized, actionable) 

Manual Pen Tests 

1–2× 

800 deep, contextual issues 

~5% overlap 

~95% (high impact, low noise) 

 

Each approach brings unique value: 

  • Scans keep you informed: They give you broad visibility and feed your patching and risk metrics. 
  • Automation keeps you fast: It highlights which combinations of vulnerabilities matter most and simulates realistic attacker behavior at scale. 
  • Manual testing keeps you honest: Expert human testers uncover logic flaws, chained exploits, business logic issues, and real-world attack paths that tools alone miss. 

 

Used together, they create a layered testing strategy that keeps your risk within tolerance and helps you stay ahead of the spread instead of constantly playing from behind. 

 

Betting Smart: Your Cybersecurity Playbook 

Smart bettors do not dump their entire bankroll on a single parlay. They balance different bet types across a season. Your security testing strategy should work the same way: diversified, disciplined, and data-driven. 

  1. Test Early, Test Often:
    Daily or weekly vulnerability scans should be your baseline. They provide continuous visibility into new exposures across your environment, helping you avoid surprises and track whether your patching and configuration hygiene are improving. 

 

  1. Automate the Middle Ground:
    Automated penetration testing on a monthly or quarterly cadence bridges the gap between raw vulnerability data and real-world attacker behavior. It helps you: 
    • See how vulnerabilities chain together into actual attack paths 
    • Focus on exploitable routes to sensitive systems and data 
    • Validate whether your controls and detections would realistically stop an attack

This is the equivalent of reviewing game film between matchups—fast, repeatable, and grounded in how the game is played. 

  1. Add Human Context
    Manual penetration tests, scheduled quarterly or annually (and more frequently for critical systems), provide deep, contextual insight that automation cannot match. Experienced testers think creatively, break assumptions, and explore business logic that tools do not understand.
    This is your “big game” bet: scoped carefully around high-value applications, new platforms, or significant architectural changes, and timed to give you room to remediate before the next season of audits or product launches. 

 

  1. Track the Right Metrics
    Like a bettor tracking win–loss records and performance trends, your security program needs meaningful stats. At a minimum, monitor: 
    • Mean Time to Detect (MTTD) – How quickly you discover issues from scans and tests 
    • Mean Time to Remediate (MTTR) – How long it takes to fix them 
    • Percentage of critical findings closed within SLA – How well you handle the most dangerous problems 

These numbers tell you whether your testing program is shifting the odds—or just generating reports. 

  1. Adjust When the Game Changes

You would not use the same betting strategy for the preseason and the playoffs. Likewise, your testing cadence should shift when your environment changes. For example: 

    • Launching a new external-facing application 
    • Migrating to or expanding in the cloud 
    • Integrating a major new vendor or platform 
    • Going through a merger or acquisition 

Events like these should trigger off-cycle testing—especially automated and manual penetration tests focused on the affected assets. If your average remediation time is longer than your testing cadence, you are effectively betting from behind and compounding your risk. 

 

The Winning Strategy: Continuous, Layered Testing 

You can’t eliminate risk or perfectly predict every play, but you can stack the odds in your favor. 

A winning security testing program combines: 

  • Continuous vulnerability scanning for broad, ongoing awareness 
  • Automated penetration testing for agility and scalable, realistic attack simulation 
  • Manual penetration testing for deep assurance and business-context insight 

 

Together, these give you a continuous picture of where you stand, which risks matter most, and how to invest your limited resources to stay within your risk tolerance—not just once a year, but all season long. 

 

Ready to Cover Your Cybersecurity Spread? 

In any season, the teams that win consistently aren’t the ones taking wild, all-or-nothing shots—they’re the ones that understand the field, study the matchups, and adjust their game plan as conditions change. Your security testing strategy should work the same way. 

Relying on a single annual penetration test is like betting your entire season on one game. You might get lucky, but you’re leaving a lot to chance. By balancing frequent vulnerability scans, recurring automated penetration tests, and targeted manual testing, you’re not just reacting to threats—you’re actively shaping the odds in your favor. 

Continuous scanning keeps you aware of what’s changing. Automation helps you understand which issues truly matter. Human-driven testing shows you how attackers would really try to win against you. Together, they give you a clearer picture of your risk, better prioritization, and the confidence that you’re making informed, grounded decisions—not just hoping the scoreboard works out in your favor. 

If you’d like to refine your testing cadence or double-check your current approach, reach out to Atlantic Data Security to talk through what a balanced, season-long strategy could look like for your organization.