AI SAST that learns from you

Developer Feedback Loop

Your developers already know which alerts don't matter. Now your scanner does too. Developer Feedback Loop turns every dismissal into a potential rule. Now the noise stops, the signal improves, and everything your team knows gets captured and applied.

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The Challenges with Traditional Developer Feedback

Dismissed Findings Don't Go Anywhere

When a developer dismisses a security alert in traditional tooling, that context disappears, and the same finding resurfaces on the next scan, and the one after that, forcing developers to re-dismiss it indefinitely.

Institutional Knowledge is Trapped

Every time an engineer explains why a rule doesn't apply to your architecture, that reasoning stays invisible to the scanner. When that person leaves, so does their understanding.

Alert Fatigue Drowns Out Real Risks

When developers spend their time dismissing the same irrelevant findings over and over, genuine vulnerabilities get buried in the noise, and trust in security tooling erodes with every false positive.

New Team Members Are Slow to Ramp

When new developers join your team, they have to rediscover every nuance of your security posture from scratch. This takes time and can lead to even more risk from day one.

Turn Developer Feedback Into Security Intelligence

Build Trust

Built for Trust and AI Learning

AppSec stays in control of everything the AI learns.

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Your Team Makes the Rules

Every rule generated by Arnica's AI is surfaced for human review before it's applied; your team decides what the scanner learns, not an algorithm.

Fully Editable and Customizable

Rules are fully editable before saving, so security operators can refine the AI's reasoning rather than accept it wholesale.

Audit-Ready for Compliance

Every accepted rule is auditable and traceable back to the dismissals that generated it, giving you a clear record of why findings were removed.

Transparent Security Posture Management

This is the difference between intelligent suppression and silent suppression; your security posture improves transparently, with your team's authority intact.

Developer-Native Feedback Loop

Turn Dismissals into Durable Intelligence

Our AI SAST engine actively learns from developer dismissals; Arnica turns teams' feedback into policies with workflows that actually work.

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Developer Dismissals are Captured

A developer dismisses a SAST finding and provides a reason: for example, that SSRF isn't exploitable because domain allow-list controls exist outside the repo.

Arnica Keeps Track of Dismissal Reasons

Arnica logs the dismissal, the reasoning, and the context, building a history of how your team actually interprets findings over time.

New SAST Rules Are Created from Developer Feedback

When an operator runs Feedback Loop Intelligence, Arnica's AI analyzes that history and generates new SAST rules with confidence scores, product scope, and a full diff of the proposed change.

AppSec Teams Level Up Security Rules

The AppSec team reviews, edits if needed, and saves the rule so every future scan reflects your team's collective judgment, not a black box.

See the Developer Feedback Loop in Action.

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Better Security

Less Noise. More Signal. Security that Compounds.

Turn team tribal knowledge into impact with less noise.

More About Developer-Native Workflows
Increase Developer Velocity with Reduced Alert Fatigue

Developers stop seeing alerts they've already explained away; the finding that was dismissed 30 times simply doesn't appear anymore.

Fewer False Positives

Security and engineering leaders get a scanner shaped by the accumulated expertise of their own team, with false positive fatigue measurably reduced.

Faster Onboarding for New Team Members

Institutional knowledge gets encoded in the system, so onboarding a new developer no longer means re-explaining every nuance of your security posture.

AI SAST that Learns from Team Member Feedback

Every dismissal makes the AI smarter, not just for the developer who gave the feedback, but for everyone, on every future scan.

Tribal Knowledge

Developers Know More Than Your Scanner Does

It's time your security tooling caught up.

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Dismissed Findings with Context

Every dismissed finding carries context your team already understands, now that reasoning can be captured and put to work.

Put Developer Expertise to Work

Your developers have been explaining the same irrelevant alerts for years. That expertise deserves to shape the tool, not disappear into it.

New Developer Knowledge from Day One

New team members shouldn't have to rediscover every nuance of your security posture, that knowledge can be encoded from day one.

Retain Departing Team Members' Knowledge

When experienced engineers move on, what they knew about your architecture doesn't have to leave with them.

Customer testimonials

Hear what Arnica users have to say about how Arnica helped them build their own world-class application security program.

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Arnica helps us reduce noise by providing metrics on the likelihood of exploitation and reprioritizing critical severity vulnerabilities based on Arnica’s logic, exposing the most important risks to deal with immediately. We set all of this up in the first month.
Jordan Bailey
Principal AppSec Engineer
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Arnica allows us to gain a clear sense of what our biggest exposure points are and to address them immediately.
Mali Gorantla
VP of Security
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With Arnica’s full coverage and visibility, we’ve been able to establish a clear view on what our vulnerabilities are, when we found them, who’s worked on them, who caused them, who resolved them, and so much more.
Everett Odom
Director of Information Security
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Your Developers Already Know. Now Your Scanner Does Too.

Turn Developer Feedback Into Permanent Security Intelligence.

Try Arnica Developer Feedback Loop

FAQ

It's an AI-powered feature in Arnica AI SAST that analyzes your team's historical finding dismissals and generates new AI SAST rules from them — so the same findings stop resurfacing.

Suppression is silent and unauditable. The Developer Feedback Loop surfaces the pattern, generates a specific rule with a confidence score and full diff, and requires an operator to review and approve before anything changes. Every rule is transparent and editable.

No. An operator manually triggers the analysis, reviews the generated rule suggestions, edits if needed, and saves them to specific products. Arnica surfaces the intelligence; humans make the call.

It analyzes dismissals within a configurable lookback window (e.g., 30, 90, 365 days), along with the developer's dismissal reason, the finding type, and the associated product.

On every future AI SAST scan, the approved rule is baked into the prompt. The finding no longer appears for that product.

Developers stop seeing the same irrelevant alerts. AppSec teams get a cleaner signal with less noise. And when engineers leave, their knowledge of why certain rules don't apply stays in the system.

Yes — Arnica AI SAST is code origin agnostic. The feedback loop applies to findings regardless of whether the code was written by a human or an AI coding agent.

Yes. Developer Feedback Loop is available as part of Arnica AI SAST.