Software vulnerabilities are now the leading breach entry point
Verizon found that 31% of breaches began with exploitation of software vulnerabilities, overtaking stolen credentials for the first time in the report’s 19-year history.
Application security review
LAN10 AppSec Review analyses your application's source code at an exact commit using two independent AI security reviewers. Every candidate finding is assessed by a human reviewer before it reaches the final report.
Independent AI analysis. Human-reviewed findings.
WHY NOW
Software vulnerabilities are now the leading breach entry point. Exploitation can follow the release of a public proof of concept within 48 hours, and frontier AI systems have demonstrated that they can identify and exploit previously unknown flaws. The window to find and fix weaknesses first is narrowing.
Verizon found that 31% of breaches began with exploitation of software vulnerabilities, overtaking stolen credentials for the first time in the report’s 19-year history.
In the first half of 2026, 88% of CrowdStrike-observed exploitation involving vulnerabilities with a public proof of concept occurred within 48 hours of the proof of concept being released.
OpenAI reported that agents in cybersecurity evaluations exploited previously unknown vulnerabilities, moved beyond intended isolation controls and compromised parts of Hugging Face’s production infrastructure.
The advantage belongs to whoever finds the weakness first.
That is what LAN10 AppSec Review is for.
The review process
One run moves through four defined stages: the code is pinned to an exact commit, two AI security reviewers analyse it independently, overlapping findings are consolidated deterministically, and a human reviewer assesses every candidate before the report is approved.
Report preview
A synthetic example of how a confirmed finding appears in the final report.
Security review report
Evidence
The export handler verifies authentication but does not check that the requested account belongs to the authenticated tenant.
Remediation
Enforce tenant-scoped authorisation before generating or returning the export.
The deliverable
The final report turns candidate findings in your application code into a reviewed, prioritised set of actions tied to the exact commit assessed.
Only human-confirmed findings appear as report findings.
Each finding identifies the relevant code location and supporting evidence.
The human reviewer records the final severity and the reason for the decision.
Each confirmed finding includes practical guidance for engineering teams.
The report records which reviewer reported the issue and retains the underlying reviewer material.
The report states the commit reviewed, the coverage achieved and any limitations.
When to use it
Use LAN10 AppSec Review when a security-sensitive release, customer review or internal assurance decision needs an independent view of the application code.
Review security-sensitive code before it reaches customers or enters a critical deployment stage.
Give engineering and security leaders an independent assessment of a defined codebase.
Provide a traceable report tied to the exact version of code that was reviewed.
Human accountability
AI reviewers can surface candidate issues quickly, but they do not make the final call. Every candidate finding is assessed by a human reviewer before the report is approved.
Every candidate receives an explicit human decision.
Reviewer agreement does not determine the final rating.
Each decision records the reviewer's reasoning and decision history.
Built for traceability
The report identifies the precise commit reviewed.
Neither AI reviewer receives the other reviewer's analysis.
Overlapping findings are consolidated without discarding the original reviewer records.
Partial or limited coverage is reported as such.
Source is cloned into a run container created for the review and removed when the run ends.
Source handling
The repository is reviewed at an exact commit inside an ephemeral run environment. The run container and its filesystem are removed when the review ends.
Read the confidentiality approachTell us what you need reviewed and why. We will recommend an appropriate scope and provide a quote for the engagement.
Request a scoped reviewHuman-reviewed findings on every engagement