At a glance
The challenge
Our security tools each reported what they found across 12,000 assets, and much of it overlapped. Customers struggled to see which weaknesses mattered most.
The impact
We built an AI reconciliation agent that turns overlapping findings into one prioritised list. It removes 45% of duplicate findings, giving customers a clear remediation plan.
Key services
AI finding reconciliation
Data normalisation
Exposure priorisation
Remediation planning
Technologies
Tenable
Microsoft Defender
More tools should mean more clarity. Often, it just means more noise.
Vulnerability scanners and endpoint tools each report what they find, and much of it overlaps. Across 12,000 assets, the same weakness could show up several times in different formats.
That made it hard for our customers to see which exposures mattered most, and easy to fix the same issue twice. Meanwhile, the weakness that really put the business at risk could be buried halfway down a very long list.
One list, in the right order
We built an AI reconciliation agent that brings findings from every tool together. It produces one prioritised list, which our analysts review before anything reaches the customer.
The agent matches up findings from different tools, puts them into a single consistent format, and weighs each one against how critical the system is to your business. It keeps the original evidence with every finding. Our analysts check the priorities, then our automation and service desk systems raise and track the follow-up work.
How it works
Findings collected
:Results come in from vulnerability scanners and endpoint tools.
Duplicates matches
:The agent spots the same weakness reported in different ways.
Risk prioritised
Each finding is weighed against how critical the system is to the business.
Analyst confirms
::Our analysts check the priorities, and the follow-up work is raised and tracked.
Context makes the difference
A weakness on a test laptop isn't the same as one on the system that runs your payroll. Scanners can't tell the difference, but our analysts can. Combining the speed of AI with their knowledge of each customer means the top of the list is always the work that cuts the most risk.
What's changed
The agent strips out 45% of duplicate findings before they reach a remediation plan, and we're raising 30% fewer remediation tickets. Our customers now get a focused list of their top exposures, so they can spend their time and budget where it cuts the most risk.
"The AI takes care of the legwork, so we spend our time thinking like an attacker. That's where the real finds come from."
Head of Security Operations, ITPS
Why it matters
Most organisations can't fix everything at once, and they shouldn't try. Knowing where to start is what turns a security report into real progress. A focused, evidence-backed plan means our customers' time and budget go where they make the biggest difference.
Less noise. Clearer priorities. Faster action.
Our AI agents do the groundwork, and our analysts make the calls. Let’s talk about what that could mean for your security.
