Secure AI Code for Technology & SaaS Teams | Symbiotic Security
Technology & IT

Your AI writes code fast. Make sure it writes it secure.

Technology teams ship more AI-generated code than any other industry. Symbiotic catches vulnerabilities at the point of creation -- in your IDE, across every coding assistant, before anything merges.

32.8%
of AI-generated Python snippets contain security vulnerabilities
4-6 wks
average time to remediate a vulnerability found in production
15+
AI models secured by Symbiotic, from Copilot to Claude Code
THE PROBLEM

AI makes your team faster.
It does not make your code safer.

Your developers use Copilot, Cursor, and Claude Code to ship features at speed. But AI coding assistants confidently repeat insecure patterns and spread them across every repo, every sprint.

"A junior dev used Copilot to scaffold our new API gateway. Looked clean. Passed review. Three weeks later, a pen test found hardcoded credentials, missing rate limiting, and an IDOR on every tenant endpoint. The AI wrote exactly what it was asked to write -- and none of it was secure."

01

Insecure code ships at AI speed

AI coding assistants generate vulnerabilities as fast as they generate features. Your team reviews code for logic, not security. Insecure patterns get committed, merged, and deployed before anyone catches them.

02

Security backlogs grow faster than fixes

SAST scanners find issues days or weeks after the code was written. By then, the developer has moved on. The finding becomes a ticket. The ticket becomes backlog. The backlog becomes debt that compounds every sprint.

03

AppSec cannot keep up with AI-assisted output

Your security team reviews PRs manually across dozens of developers now writing code 2-3x faster with AI. The math does not work. Coverage drops. Risk grows. Nobody scales by hiring more reviewers.


WHO THIS IS FOR

Built for how tech teams actually work

Whether you are scaling a SaaS product, managing enterprise infrastructure, securing client environments, or sprinting toward product-market fit -- Symbiotic fits your workflow.

SaaS & cloud-native teams

You ship daily and your customers demand SOC 2 reports. Symbiotic catches vulnerabilities inline so your CI/CD pipeline stays clean and your security posture stays audit-ready -- without adding review cycles.

Enterprise IT & platform engineering

Hundreds of developers, dozens of repos, multiple AI coding tools. Symbiotic Flow enforces consistent security policies across your entire organization and gives your AppSec team signal without manual triage.

MSPs & IT service providers

You manage code for multiple clients with different security requirements. Symbiotic's model-agnostic approach means one tool covers every client environment, every AI assistant, every policy.

Startups & high-velocity teams

You move fast and cannot afford to bolt on security later. Symbiotic installs in minutes, works inside the IDE your team already uses, and catches issues before they become expensive tech debt.


WHAT AI GETS WRONG

Vulnerabilities AI coding assistants actually introduce

These are not theoretical. These are real vulnerability classes that AI coding assistants generate in production technology codebases every day.

SecretsHardcoded API keys and credentials
AI assistants frequently embed API keys, database credentials, and tokens directly in source code. In SaaS environments, one leaked commit can expose your entire infrastructure -- and your customers' data.
const dbClient = new Client({
  host: "prod-db.internal.io",
  password: "sk_live_9f8x2k4m..." // AI-generated
});
AuthZMissing tenant isolation (IDOR)
Multi-tenant SaaS applications need strict authorization on every endpoint. AI generates functional CRUD operations that look correct but skip tenant-scoped access checks, creating cross-tenant data exposure.
// AI scaffolded this endpoint
app.get("/api/projects/:id", async (req, res) => {
  const project = await db.findById(req.params.id);
  res.json(project); // no tenant check
});
InjectionUnsanitized input in database queries
AI coding tools generate raw SQL and NoSQL queries with string interpolation instead of parameterized queries. In tech platforms processing millions of requests, one injectable endpoint can compromise your entire database.
const users = await db.query(
  `SELECT * FROM users WHERE email = '${req.body.email}'`
); // SQL injection via string interpolation
Prompt InjectionUser input passed unsanitized to LLM prompts
AI coding assistants generate LLM integration code that concatenates user input directly into prompts without sanitization. Attackers exploit this to override system instructions, extract sensitive data, or manipulate AI behavior.
const response = await llm.chat({
  messages: [{ role: "user",
    content: `Summarize: ${userInput}` }] // no sanitization
});

HOW IT WORKS

Stop scanning for problems.
Start preventing them.

Traditional AppSec finds vulnerabilities after the fact. Symbiotic catches them the moment they are written -- in your IDE, in your PR, and in your pipeline.

Without Symbiotic
01
Developer writes with AICopilot or Cursor generates feature code. No security checks at point of creation.
02
Code passes reviewPR reviewer checks logic and tests. Security issues in AI-generated code look correct and pass unnoticed.
03
Scanner finds issues post-mergeSAST scan runs in CI/CD days later. Finds 14 issues. Developer has moved to next sprint.
04
Manual triage and reworkAppSec triages. Creates tickets. Developer context-switches to fix last week's code. Sprint velocity drops.
With Symbiotic
01
Developer writes with AI + SymbioticSymbiotic Code monitors every line in the IDE. AI-generated code is checked the instant it appears.
02
Vulnerability caught inlineSymbiotic flags the insecure pattern immediately. One-click auto-fix replaces it with a secure alternative.
03
Secure code merges cleanPR goes through review with security already addressed. Symbiotic Flow validates in CI/CD. Zero new findings.
04
Team stays in flowNo backlog tickets. No context switching. No rework. The vulnerability never existed in the codebase.

OUTCOMES

What changes for your engineering team

Whether you are a 10-person startup or a 500-developer enterprise, Symbiotic fits the way your team already works.

4-6x

Faster time-to-fix

Industry data shows production vulnerabilities take 4-6 weeks to remediate. Catching issues at the point of creation reduces fix time to minutes -- eliminating triage, ticketing, and context-switching entirely.

15+

AI models, one policy

Your team uses Copilot, Cursor, Claude Code, and more. Symbiotic enforces consistent security policies across all of them. No vendor lock-in. No gaps between tools.

<5 min

Setup, inside your existing IDE

Symbiotic installs in minutes and lives inside the IDE and CI/CD pipeline your developers already use. Inline feedback adds milliseconds -- and saves hours of rework per sprint.


COMPLIANCE & GOVERNANCE

Audit-ready security for teams that ship fast

Your customers ask for SOC 2 reports. Your enterprise buyers want proof of secure development practices. Symbiotic gives you both without changing how you build.

Security governance that fits your workflow

Symbiotic Flow provides audit-ready reporting on every vulnerability detected, remediated, and verified across your SDLC. Map directly to SOC 2, NIST SSDF, and ISO 27001 controls without manual evidence collection. Every AI-assisted code change is tracked and attributable.

Frameworks SOC 2 Type II NIST SSDF (SP 800-218) ISO 27001 NIS2 Directive NIST 800-53 SLSA

FAQ

Common questions from tech teams

Technology companies secure AI-generated code by embedding security checks directly into the development workflow. Symbiotic catches vulnerabilities in real time inside the IDE, before code is committed or merged. This covers AI-assisted output from Copilot, Cursor, Claude Code, and other coding assistants -- so every line of code meets your security standards.
Symbiotic adds milliseconds of inline analysis, not minutes. Developers get instant feedback and one-click auto-fix suggestions without leaving their editor. The net effect is faster sprints -- because you eliminate the rework, triage, and context-switching that happen when vulnerabilities are caught weeks later.
Yes. Symbiotic is model-agnostic and works across 15+ AI coding assistants. Whether your team uses GitHub Copilot, Cursor, Claude Code, ChatGPT Codex, or multiple tools simultaneously, Symbiotic enforces consistent security policies across all of them.
Symbiotic prevents vulnerabilities from entering the codebase by catching them at the point of creation. For existing backlogs, its agentic remediation can auto-fix findings and generate verified pull requests, dramatically reducing the queue without manual triage.
Yes. Symbiotic maps to SOC 2 Type II controls including CC7.1 and CC8.1. It also aligns with NIST SSDF (SP 800-218), ISO 27001, and NIS2. Symbiotic Flow provides audit-ready reporting on vulnerability detection and remediation, including full traceability for AI-assisted code changes.
Yes. Symbiotic provides real-time vulnerability detection and one-click auto-fix directly inside VS Code, Cursor, JetBrains, and other IDEs. It detects insecure patterns in both human-written and AI-generated code and suggests verified secure alternatives instantly.
Symbiotic acts as a security layer around Copilot and other AI coding assistants. It monitors AI-generated suggestions in real time and flags insecure patterns the moment they appear, with one-click auto-fix to replace them with secure alternatives. You keep using Copilot as usual.
Before merging AI-written code, teams should run real-time vulnerability detection in the IDE, pre-commit policy checks, PR-level security scanning, and CI/CD pipeline gates to validate the final build. Symbiotic covers all four stages automatically.
Start with a pilot team using guardrails like Symbiotic to enforce security policies from day one. Define which AI tools are approved, set organization-wide security rules, and use Symbiotic Flow to monitor AI-assisted code changes across all teams.
Get started

Ship secure code at AI speed.

See how Symbiotic catches vulnerabilities in AI-generated code -- live, in your IDE, in under five minutes.

Model-agnostic
Works in your IDE
SOC 2 aligned
$10M backed