When a single pane of glass becomes a one-way mirror [Q&A]

Consolidating cybersecurity information into a ‘single pane’ has been something of a holy grail for the industry in recent years. But does it risk actually hampering remediation efforts?

We spoke to Daniel Bogomolny, principal product specialist at Seemplicity, to discuss why consolidating findings isn’t enough, and how security teams can finally close the gap between knowing what’s wrong and getting it fixed.

BN: Why is simply aggregating exposure data insufficient for improving security outcomes in today’s enterprise environments?

DB: Having a comprehensive view of risk is important, but visibility alone doesn’t change outcomes. The ultimate goal of security isn’t to catalog problems, it’s to reduce risk. Aggregating exposure data tells you what’s wrong, but unless that information makes its way to the teams that can actually fix issues, it doesn’t materially improve security. Risk only goes down when vulnerabilities are patched, misconfigurations are corrected, or insecure code is fixed.

This is also where prioritization is often misunderstood. When organizations surface large volumes of findings but can only remediate a small fraction of them, prioritization becomes a survival mechanism; a way to decide which few issues to address and which many to defer. And this doesn’t fundamentally change outcomes.

When remediation becomes more scalable, that dynamic shifts because teams are no longer constrained to fixing only a handful of issues. Prioritization shifts from narrowing the list to guiding focus. The result is broader remediation coverage and more meaningful risk reduction.
Without a reliable path from insight to execution, a ‘single pane of glass’ risks becoming a one-way mirror: it shows what’s wrong, but doesn’t meaningfully influence what gets fixed.

BN: Security and IT/DevOps teams often have competing priorities. How can organizations address this tension and drive more effective remediation without forcing a complete structural overhaul?

DB: Imposing a single, top-down remediation process definitely won’t solve the problem. It’ll only add more friction.

The more effective approach is to start with how fixing teams already work. Most IT/DevOps teams have established patching cadences, ticketing systems, and delivery rhythms. Rather than forcing an entirely new structure, security teams should align remediation efforts to those existing workflows and then iterate from there. That alignment lowers resistance and makes remediation feel like part of normal operations, not an external interruption.

Measurement also matters. Outcome-oriented metrics, such as mean time to remediation (MTTR) and SLAs, create a shared language between teams and make it easier to identify what’s working, what isn’t, and where processes need adjustment.

Just as important is giving IT/DevOps teams a way to respond. Exception handling isn’t about ‘deferring work’. It facilitates communication. When IT/DevOps teams can explain constraints or flag issues that can’t be addressed immediately, remediation becomes a collaborative process rather than a one-way handoff. Instead of security teams simply dropping large volumes of findings into someone else’s queue, both sides participate in deciding what gets fixed now, what gets scheduled, and what requires a different approach.

Ultimately, it isn’t about centralizing control, but creating alignment. By meeting IT/DevOps teams where they are and evolving processes collaboratively, organizations can make remediation more consistent and effective.

BN: How does a security team translate a prioritized list of findings into an actionable plan?

DB: It’s about thinking in clear, practical steps rather than treating remediation as a single handoff.

First, it’s about establishing ownership. Every finding needs to be mapped to the team that can actually fix it, based on asset context, environment hierarchy, and operational responsibility. That information often lives across systems such as CMDBs and infrastructure inventories. Without this step, nothing can get done.

Once ownership is clear, the work has to be delivered in a way that fits how fixing teams operate. Different teams use different workflow platforms (Jira, ServiceNow, etc) with their own labels, statuses, priorities, and nomenclature. An actionable plan respects those differences rather than forcing a standardized format that doesn’t match reality. It also means understanding how teams prefer to consume work: some want findings grouped in bulk, others one at a time; some operate on continuous delivery cycles, while others work on monthly patch cadences. It goes back to what I said before; you need to meet fixing teams where they are.

Actionability also depends on context. Fixing teams need more than a description of what’s wrong; they need to understand why it matters and how to resolve it. Using AI to surface clear remediation steps alongside each finding reduces investigation time, minimizes back-and-forth, and helps teams move to resolution faster.

Finally, an actionable plan doesn’t end when work is assigned. There needs to be ongoing, bidirectional follow-up. Security teams must be able to track progress, verify that issues have actually been fixed, and close findings when conditions change. At the same time, fixing teams need a way to update status, flag blockers, or indicate when remediation isn’t progressing as expected.

In practice, turning prioritized findings into outcomes is about orchestration — ensuring ownership, delivery, context, and feedback all work together to drive issues to closure. Once that foundation is in place, organizations can start to measure what’s happening, learn from it, and continuously refine their remediation workflows. What works for one team or environment may not work for another, and those dynamics change over time. Effective remediation isn’t a one-time setup – it’s an ongoing process of iteration and improvement.

BN: What new types of security tools or platform capabilities are emerging to specifically address the gap between exposure identification and remediation efforts?

DB: Traditionally, security tools have focused on identifying problems. Newer platforms are increasingly designed around turning those insights into concrete actions.

At a high level, that means tools that can initiate remediation, not just report on it. An ‘action’ might be opening a ticket in a workflow system, pushing a code change or creating a pull request. The defining characteristic is that the tool helps move work forward rather than stopping at visibility.

Another important trend is the way these platforms handle context and ownership. Asset ownership remains one of the most persistent challenges in enterprise environments, and relying on a single source of truth has proven unreliable. Emerging tools increasingly correlate data from multiple sources — scanners, cloud environments, CMDBs, and workflow systems — often using AI-driven analysis to infer ownership more accurately. Anything that improves that mapping between findings and fixing teams meaningfully reduces friction in the remediation process.

We’re also seeing more focus on root cause and fixability, particularly in application and cloud environments. Instead of stopping at ‘this is vulnerable,’ newer capabilities aim to point teams toward where the issue actually lives. For example, identifying the specific code, dependency, or configuration responsible for the exposure. That shortens the path from detection to resolution and reduces the effort required to take action.

BN: What are some effective ways to incentivize and reward IT/DevOps teams for taking ownership of and quickly completing remediation tasks, making security an enabler rather than a blocker?

DB: In practice, many of the strongest incentives come from removing friction. When remediation doesn’t require out-of-band processes, extra tooling, or recurring status meetings, it stops feeling like overhead. AI can help make this possible by automatically adapting security findings into existing workflows, which makes ownership and follow-through far more likely.

When security efforts align with IT/DevOps teams’ workflows, cadences, and tools, remediation stops feeling like an extra burden and starts to feel like part of day-to-day delivery. Teams are far more likely to take ownership and move quickly when fixing security issues doesn’t require them to change how they plan, track, or execute work.

Motivation also comes from clarity and trust. When fixing teams can see that their work leads to real outcomes — e.g., issues getting closed or risk actually being reduced — security is no longer perceived as a blocker. Instead, it becomes a partner that understands constraints and adapts accordingly.

Ultimately, security becomes an enabler not by pushing harder, but by integrating better. Designing remediation processes that respect how IT/DevOps teams work creates the conditions where ownership, speed, and collaboration emerge naturally.

Image credit: denisismagilov/depositphotos.com