Shift-left, all the way left

Prevent what's written.
Scan what's shipped.

Every scanner on the market finds vulnerabilities after the code exists. This gate stops them before the AI writes a single line, then hands the shipped code to Moolé's scanner. Two points in the lifecycle. One platform.

10
OWASP Top-10 gates
0
lines of vuln code committed
3
defense layers, no overlap
01 · The problem

AI writes working code.
It does not write secure code.

Ask any AI agent for an endpoint and it reaches for the simplest pattern. Simpler is what gets exploited. Here it is fetching an invoice by ID, with no ownership check. Any logged-in user can read anyone's invoice. That is OWASP A01, the number-one risk on the internet.

invoices.pygenerated by ai · unguarded
# GET /invoices/{id} def get_invoice(invoice_id, current_user): invoice = db.query(Invoice).filter( Invoice.id == invoice_id # no owner check ).first() return invoice # ← IDOR: reads any user's data
02 · The gate, live

The constraint lands before the first design decision.

The gate sits inside the developer's AI tool. The moment the model is about to write access-sensitive code, it intercepts, checks the pattern against OWASP, and issues a verdict. A vulnerability never reaches the file.

what the ai proposed vulnerable
# object fetched by id Invoice.id == invoice_id — no ownership check — any caller reads any record
BLOCKED Pre-Gen Gate
broken-access-control · OWASP A01
what ships instead secure
# ownership enforced Invoice.id == invoice_id, Invoice.owner_id == user.id fail closed → 404 ✓ verdict: CLEAR
03 · Three layers, no overlap

Where each layer catches what.

A common question: doesn't AWS Bedrock already guard this? No. Bedrock guards the model's words. The gate guards the code the model writes. Moolé scans the code that shipped. Watch a vulnerable change try to pass through, it is caught at authorship, while safe code flows clean to production.

prompt
authorship
commit
ci / build
production
layer 1

AWS Bedrock Guardrails

runtime i/o safety

Filters the model's input and output: harmful content, PII, prompt-injection, hallucination grounding.

Catches: unsafe words.
Misses: a valid but exploitable query.
layer 2

Pre-Generation Gate

authorship-time policy

Ten OWASP gates intercept vulnerable patterns before the AI commits them. The unclaimed layer nothing else covers.

Catches: the vuln before it exists.
The wedge: upstream of every scanner.
layer 3

Moolé SAST

shipped-code scanning

Signal-first, exploitability-ranked scanning of the built artifact. Catches what slipped through and legacy code.

Catches: what shipped.
The safety net across the whole repo.

Bedrock guards the model's words.
Moolé guards the code the model writes.

04 · What AWS Bedrock Guardrails provides

Six safeguards. Every one guards the conversation.

The direct answer to the question: here is everything AWS Bedrock Guardrails actually enforces. All six policies inspect what goes into or comes out of the model. None of them inspects the application code the model writes.

01

Content Filters

Detects and blocks hate, insults, sexual, violence, misconduct, and prompt-attack content, across text and images.

guards: input + output
02

Denied Topics

Blocks conversation subjects you define as off-limits, e.g. "never give investment advice."

guards: input + output
03

Sensitive Info · PII

Blocks or masks 50+ PII entity types, SSN, date of birth, address, in prompts and responses.

guards: input + output
04

Word Filters

Custom blocklists of specific words or phrases you never want the model to emit.

guards: input + output
05

Contextual Grounding

Flags hallucinations, responses not grounded in the retrieved source or irrelevant to the query. Built for RAG.

guards: output
06

Automated Reasoning

Formal-logic validation of factual accuracy against defined rules. The only guardrail that uses formal logic.

guards: output
◆ the gap, in one snippet
# This line passes EVERY Bedrock Guardrail:
#   ✓ no harmful content   ✓ no PII leaked
#   ✓ no prompt injection  ✓ fully grounded
query = f"SELECT * FROM accounts WHERE id = {user_id}"
# ← and it is a SQL injection.
#   Bedrock never reads the code. The gate does.
Bedrock guards the model's words. The pre-generation gate guards the code those words become.
05 · How it integrates

One platform, one policy engine.

The pre-generation gate is not a bolt-on. It shares Moolé's policy definitions and reports into the same governance dashboard, so a security rule written once is enforced at authorship, in CI, and on the shipped artifact.

Moolé Platform · single policy engine
source

AI IDE

Claude Code, Cursor, Copilot
intercept

Pre-Gen Gate

10 OWASP gates · blocks pre-commit
pipeline

CI / CD

gate re-runs on the PR
scan

Moolé SAST

exploitability-ranked scan
govern

Governance

one dashboard · audit trail
Bedrock: guards model i/o Gate: guards authored code SAST: guards shipped code
Write a policy once → enforced at authorship, in CI, and on the artifact.
The market scans what's already broken.
We prevent the break.