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Findings Library

Your Reviewed Language.
Every Time.

Neuron AI runs alongside your Findings Library and pulls approved language directly. Risk Statement, Remediation Guidance, severity rationale, all copied from your library every time. The AI fills in only what changes engagement to engagement.

The Problem

Years of Approved Language.
AI Walks Past It.

There is a quiet trade most teams make when they adopt AI for pentest reporting. Speed, in exchange for the finding language they spent years refining.

Your team's Findings Library is years of senior reviewer time, QA cycles, and approved language for every vulnerability your team handles regularly. Reviewed Risk Statements. Remediation Guidance that matches your team's standards. Paragraphs that survived three rounds of internal QA.

The reporting AIs we have seen treat a new finding as a blank page. They produce fresh content for every finding, ignoring the approved language your team already has. The output arrives quickly, but then your testers spend the afternoon rewriting it to pass QA. That is the work the library was supposed to eliminate in the first place.

Library entries stop contributing value. Every AI draft becomes another full QA target. The same vulnerability gets a different write-up every time.

The Solution

Your Library. Your AI. Working Together.

Neuron AI is built to combine with your Findings Library, not replace it. When a vulnerability already lives in your library, the approved language is what lands in the finding. The AI fills in only what is actually finding-specific. Throughput without losing control.

Pulls Approved Language Directly

Risk Statement, Remediation Guidance, severity rationale. Copied from your library, every time. No paraphrase, no drift. The language that survived your QA is the language that lands in the report.

AI Fills Only What Changes

Finding details, reproduction steps, retest verification. The parts that vary engagement to engagement. Nothing more.

Stays in Your Environment

The library and the AI both run on your hardware. Nothing leaves your network. Nothing trains on your team's data. No external endpoint touches your findings.

Light QA, Not Full Review

Pre-approved language does not need a fresh review. Testers spot-check the engagement-specific content and ship. Report quality stays consistent across engagements.

How It Works

Library First. AI Second.

The library is the source of truth. Neuron AI reads from it in place and only generates the parts that vary.

1

Match the Finding

When the vulnerability already lives in your library, Neuron pulls the approved entry directly. No training. No paraphrase.

2

AI Adds the Specifics

Engagement-specific details, reproduction steps, and retest verification are drafted on your hardware. The pre-approved sections are left untouched.

3

Spot-Check and Ship

A light QA pass on the new content. The library language is already approved. On to the next finding.

Ready to Transform Your Security Practice?

See how Neuron helps security teams replace fragmented tools with a single platform for offensive security—bringing structure, visibility, and consistency to every engagement.

One
Platform
End-to-end engagement management
Full Data Control
On-prem and isolated environments
Built by Practitioners
Designed for real security work