Will Symbiotic slow down my development process?

Not at all! Symbiotic integrates seamlessly into your workflow, enabling developers to write secure code without interruptions.

Will Symbiotic replace my existing security tools?

No! Symbiotic complements your existing security stack by detecting issues earlier in the development cycle and reducing CI/CD bottlenecks.

How do I get started with Symbiotic?

Getting started is simple. Request a demo today to experience how Symbiotic Security can transform your approach to application security.

How does Symbiotic integrate with our CI/CD pipeline?

Flow integrates with GitHub and GitLab pipelines as merge protection and required checks. It is compatible with your existing CI/CD setup and can be validated during the pilot.

Secure AI Coding for Engineering Teams | Symbiotic Security

For Engineering Managers & DevEx Leaders

Seatbelts for Your AI Coding Tools

Guardrails and just-in-time coaching inside the IDE so your developers ship faster without compounding risk. No new tools. No more review churn.

Book a Demo See How It Works

auth.py

14def verify_token(token):

15 # AI-generated: skips expiration check

16 payload = jwt.decode(token, SECRET,

17 algorithms=["HS256"],

18 options={"verify_exp": False})

Symbiotic: JWT expiration verification is disabled. Tokens never expire, allowing replay attacks. CWE-613

✓

Auto-fix available: Remove verify_exp: False to enforce token expiration by default.

Trusted by engineering teams at

⚙ MERCURY ◈ Trustpair Adaptive^ML [✧] packmind ♦ lendis 🤗 Hugging Face

15-30%

PR cycle time reduction

pilot target

60-80%

Issues fixed before PR

pilot target

0-2

Security review loops per PR

down from 2-5

30-50%

Repeat vulnerability reduction

pilot target

The Problem

AI Coding Made Your Team Faster.
It Also Made Reviews Slower.

Your developers adopted Copilot. Output went up. But so did review churn, insecure patterns, and the gap between engineering and security.

⚠

Insecure AI Suggestions Pass Tests

Copilot and Cursor propose code that compiles and passes unit tests but still violates secure patterns. Authorization edge cases, injection sinks, insecure defaults. Invisible until it ships.

🔄

PR Review Churn Is Spiking

AI increases change volume. The cost shows up as more back-and-forth with security, longer "wait for review" queues, and more context switching for your team.

📋

"Shift Left" Just Shifted Pain

Tools that surface findings after a PR exists create rework, not prevention. Your developers are fixing issues that should never have been written in the first place.

👥

Inconsistency Across Teams

Different developers, different AI assistants, different habits. Without guardrails in the editor, you get "secure-ish" code that varies wildly by author and team.

🚫

Training Doesn't Survive Reality

Annual secure-coding training is forgotten the moment a developer is trying to ship. You need learning tied to the actual code in front of them, not a slide deck from six months ago.

😫

Tool Fatigue Is Real

Adding another dashboard doesn't help. Your team needs something that lives where they already work and quietly improves outcomes without requiring yet another tab.

How It Works

Catch It in the IDE. Fix It Before Commit.

Symbiotic integrates directly into VS Code, Cursor, and your CI/CD pipeline. No new tools to learn. No workflows to change.

Developer Writes Code

Your team uses Copilot, Cursor, or Claude Code as usual. Symbiotic watches inline, analyzing patterns in real time.

IDE extension active

Flag + Coach + Auto-Fix

Insecure patterns are flagged with clear explanations and one-click fixes. Every finding is a micro-learning moment, not a wall of text.

pre-commit guardrails

Enforce at the Pipeline

Flow enforces policy baselines at the CI/CD layer. Merge protection, audit trails, and org-wide standardization without manual review overhead.

CI/CD policy gate

The Platform

Secure from Start to Ship

Two layers, one mission: catch vulnerabilities where they are created and enforce policy where code ships.

IDE Layer

Symbiotic Code

Real-time security intelligence inside your IDE. Catches AI-generated insecure code before it is committed.

Inline flagging with context-aware explanations
One-click auto-fix for common vulnerability patterns
Just-in-time coaching that builds secure habits
Works with VS Code, Cursor, and Copilot

Pipeline Layer

Symbiotic Flow

Security governance that fits the way your team actually ships. Policy enforcement at the CI/CD layer.

Merge protection gates with policy-as-code
Org-wide standardized guardrails across teams
Audit-ready reporting for compliance needs
GitHub and GitLab pipeline integration

Pilot Targets

Metrics Your Team Will Actually Care About

What engineering teams track during a Symbiotic pilot: delivery speed, review efficiency, and risk reduction without drama.

15-30%

PR cycle time reduction (open to merge)

baseline: rising with AI volume

0-2

Security review loops per PR

baseline: 2-5 loops

>60%

Issues fixed before PR (in IDE)

baseline: low / unknown

AI-related regressions per release

baseline: unknown / occasional

Targets based on pilot success criteria. Results vary by team size, codebase, and AI tool adoption level.

What to Expect

From Install to Rollout in 4 Weeks

Days 1-3

Confirm Fit

Install the VS Code/Cursor extension. Verify it fits your workflow without adding friction.

Week 1

Pilot Launch

Run on 1 team or repo with real PRs and real developers. Measure the baseline.

Weeks 2-3

Expand + Measure

Add 2-3 teams. Track PR cycle time, fix location (in-IDE vs. post-PR), and adoption.

Week 4

Decide with Data

Rollout decision based on churn reduction and repeat issue decline. No guessing.

Common Questions

What Engineering Leaders Ask Us

Keep them. Symbiotic is the prevention layer before the commit. Scanners catch what got through. We stop insecure patterns from being written in the first place. Think of it as complementary: scanners are your safety net, Symbiotic is the guardrail that keeps you on the road.

The whole point is fewer loops. Catching and fixing an issue in the IDE takes seconds. Waiting for a PR review comment two days later, then context-switching back to fix it, is what actually slows your team down. Symbiotic makes the fast path the secure path.

Symbiotic is built for standardization: one policy baseline, consistent guardrails, and consistent outcomes across every team. Start with one team, prove impact on PR cycle time and regressions, then roll out org-wide with the same playbook.

This isn't training as an event. It's coaching as a side effect. Every flagged issue becomes a micro-learning moment tied to the actual code your developers are writing. No scheduling, no slide decks, no disruption to delivery schedules.

Flow integrates with GitHub and GitLab pipelines as merge protection and required checks. It's compatible with your existing CI/CD setup and can be validated during the pilot.

Your Developers Are Using AI to Code Faster.
Make Sure That Code Is Secure.

See Symbiotic in action on your team's actual workflows. Pilot on 1-2 teams, measure the impact, decide with data.

Book a Demo

2-4 week pilot Works with your existing tools Measurable results in weeks

Seatbelts for Your AI Coding Tools

AI Coding Made Your Team Faster.It Also Made Reviews Slower.

Insecure AI Suggestions Pass Tests

PR Review Churn Is Spiking

"Shift Left" Just Shifted Pain

Inconsistency Across Teams

Training Doesn't Survive Reality

Tool Fatigue Is Real

Catch It in the IDE. Fix It Before Commit.

Developer Writes Code

Flag + Coach + Auto-Fix

Enforce at the Pipeline

Secure from Start to Ship

Symbiotic Code

Symbiotic Flow

Metrics Your Team Will Actually Care About

From Install to Rollout in 4 Weeks

Confirm Fit

Pilot Launch

Expand + Measure

Decide with Data

What Engineering Leaders Ask Us

Your Developers Are Using AI to Code Faster.Make Sure That Code Is Secure.

End-to-end security for AI coding.

AI Coding Made Your Team Faster.
It Also Made Reviews Slower.

Your Developers Are Using AI to Code Faster.
Make Sure That Code Is Secure.