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Security Leaders

Allow AI coding. Prove it's governed.

Your engineers are adopting AI coding tools, or about to. Symbiotic gives you non-bypassable policy enforcement and audit-ready proof for every AI-assisted change, without becoming the department of no.

>95%
target: AI-assisted PRs with a complete auditable trail
Minutes
to produce audit evidence for AI-assisted changes (vs. days manually)
15+
AI coding tools governed under one enforceable policy
THE GOVERNANCE GAP

AI is writing code faster than
your controls can keep up.

AI usage is happening across your org. But there is no reliable way to answer the questions auditors are already asking: which tools are allowed, who used them, what code was AI-written, what checks ran, and who approved it.

"If an auditor asks how we control AI-assisted code changes, I need more than a policy document. I need proof that the policy was enforced, who triggered it, and what evidence was generated."

01

No proof, just hope

AI-assisted code ships with no reliable record of which tool was used, what checks ran, or who approved it. When the auditor asks for evidence, your team scrambles through spreadsheets and screenshots.

02

Controls are bypassable

If guardrails are not enforced in the workflow, teams route around them to ship. Prompting an AI tool harder is not a control. A policy document developers can ignore is not governance.

03

Scanning is not governance

Your existing scanners find issues after the fact, but they do not enforce company-specific standards before code exists. You still need the enforcement and proof layer on top.


WHO THIS IS FOR

Built for leaders who own security outcomes

Whether you are proving compliance to auditors, reporting risk to the board, or navigating the speed-vs-safety tension with engineering, Symbiotic gives you the controls and evidence you need.

CISOs and VPs of Security

Your board asks "are we safe to scale AI coding?" and your auditor asks for proof of controls. Symbiotic gives you org-wide enforcement visibility and the evidence to answer both instantly, without assembling it manually each quarter.

Security architects and AppSec leads

You are reviewing PRs across dozens of developers writing 2-3x faster with AI. Symbiotic enforces policies at the IDE level with prehooks and posthooks, so violations are stopped before they reach your review queue.

GRC and compliance officers

You spend days before each audit cycle assembling evidence from Jira tickets, Slack threads, and spreadsheets. Symbiotic generates audit artifacts for every AI-assisted change by default. Evidence assembly drops from days to minutes.

VP Engineering and Platform leads

You are rolling out Copilot or Cursor company-wide and security wants controls that will not slow your teams down. Symbiotic's enforcement happens inline in the IDE, reducing review loops and rework instead of adding new ones.


WHAT AUDITORS ASK

Every question the auditor asks,
answered automatically.

Symbiotic generates a complete audit trail for every AI-assisted code change. No manual evidence collection. No scrambling before review cycles.

GovernanceWhich AI tools are approved and in use?
Auditors want to see which AI coding tools are sanctioned and whether unapproved tools are being used. Symbiotic tracks AI tool usage across every repo and team.
ai_tool: "github-copilot" // approved
policy_version: "v2.4.1"
enforcement: "non-bypassable"
Audit TrailWhat security checks ran on this change?
Every AI-assisted change is logged with the full sequence of checks, what passed, what failed, and what was auto-remediated. Evidence is generated by default.
checks_run: ["secrets","injection","authz","pii"]
passed: 3  failed: 1
auto_remediated: true
PolicyWho approved the exception?
When a policy exception is granted, Symbiotic records the approver, reason, expiration, and scope. Temporary exceptions auto-expire, preventing permanent drift.
exception_by: "sarah.chen@acme.io"
reason: "Legacy lib migration"
expires: "2026-04-15" // auto-revoke
CoverageWhat is org-wide enforcement status?
Governance dashboard shows which repos are covered by enforcement, which teams have active exceptions, and overall AI governance posture.
repos_enforced: 142 / 148
coverage: 95.9%
active_exceptions: 3 // all time-bound

HOW IT WORKS

Policy-enforced and audit-proven
before it ships.

Your team likely has policies and scanners already. Symbiotic adds the enforcement and proof layer that makes those controls non-bypassable and audit-ready.

Policies without enforcement
01
AI tools spread organicallyCopilot, Cursor, and ChatGPT are adopted across teams. Policy says they are approved, but usage is untracked.
02
Code ships without proofAI-generated code merges with no record of which tool wrote it, what checks ran, or whether it met your standards.
03
Auditor asks, you scrambleWhen the auditor requests evidence of AI governance controls, your team spends days assembling spreadsheets.
04
Risk compounds every sprintMore AI usage means more untracked changes. The governance gap widens with every release.
With Symbiotic
01
Define your policiesSet which AI tools are approved, which checks must pass, and what requires approval. Symbiotic enforces your rules, not generic best practices.
02
Enforce before code existsPrehooks enforce policy before generation. Posthooks validate after. Fail-closed enforcement means violations cannot be skipped.
03
Audit trail by defaultEvery AI-assisted change produces an artifact: tool used, checks run, pass/fail, approvals, and exceptions.
04
Answer governance questions instantlyDashboard shows enforcement coverage, exception aging, and evidence readiness. Board questions answered in minutes.

TARGET OUTCOMES

What changes for your security program

These are the metrics security leaders use to define success with Symbiotic. Baseline measurements are established during the POC.

50-80%

Reduction in evidence assembly time

Security teams typically spend days assembling audit evidence manually. Symbiotic generates it by default for every AI-assisted code change, targeting a 50-80% reduction in preparation time.

>95%

AI-assisted PRs with auditable trails

Move from unknown or inconsistent tracking to near-complete coverage. Target: every AI-assisted pull request logged with the full governance chain.

~0

Policy violation escapes to production

Fail-closed enforcement stops secrets, PII leakage, and prohibited patterns before they exist in the codebase. Target: near-zero escapes instead of periodic near-misses.


COMPLIANCE & FRAMEWORKS

Map directly to the controls auditors check

Every enforcement action maps to a specific control requirement across the frameworks your organization is measured against.

Audit-ready governance for AI-assisted development

Symbiotic Flow provides reporting on every vulnerability detected, remediated, and verified. Every AI-assisted code change is tracked with full attribution: AI tool used, policies enforced, pass/fail status, and exception approvals. Map directly to control requirements without manual evidence collection.

Frameworks SOC 2 Type II PCI DSS v4.0 ISO 27001 NIST SSDF NIST 800-53 NIS2 EO 14028 CMMC 2.0

FAQ

Questions security leaders actually ask

Keep them. Symbiotic is not a replacement for your existing scanners. It is the enforcement and proof layer for AI-assisted development. Scanners find issues after code exists. Symbiotic enforces your policies before code is generated and validates compliance before it ships.
No. Symbiotic enforces policy during code generation, not after. The result is fewer review loops, fewer late-stage escalations, and fewer security rework cycles. Teams ship faster because insecure code never enters the review process in the first place.
Yes. Symbiotic enforces your policies, your architecture standards, your approved libraries, with versioned controls, tracked exceptions, approval workflows, and full evidence. Not generic best practices.
Yes. Separation of duties, approval workflows, audit logs, and non-bypassable verification steps are built into the governance model. Every AI-assisted PR can require designated approvals, and exceptions are time-bound and auto-expire.
Symbiotic supports deployment and data-handling models that fit regulated constraints. You get clear data flow diagrams, retention controls, and a security and compliance packet covering exactly how your code is processed and stored.
Symbiotic provides a governance dashboard showing org-wide AI tool usage, policy enforcement coverage, exception tracking, and audit evidence readiness. Answer board-level questions instantly: which tools are allowed, what controls are in place, and what proof exists.
Weeks 1-2: align on governance risk and success criteria. Weeks 3-4: compliance and security review with POC scoping. Weeks 5-8: POC execution with 1-2 teams, real policies, real repos. Weeks 9-12: executive readout, procurement, and signature.
For security leaders

The auditor is in the loop. By default.

See how Symbiotic enforces AI coding policies, produces audit-ready evidence, and gives your security team control without blocking engineering.

Non-bypassable enforcement
Audit-ready by default
SOC 2 / PCI / ISO aligned
$10M backed