AI Code Security · 2026

Does your code do
what it was designed to do?

The automated Intent Audit platform. Verified by up to 4 independent AI models from 4 different organisations. Every AI coding session starts without context. Every commit can drift further from what you designed. IntentGuard is the contextual ground truth your codebase never had, whether you're a developer shipping a sprint, a founder heading into due diligence, a VC evaluating a portfolio company, or a compliance lead facing the EU AI Act.

No credit card. No spam. First access to the private beta.

The data behind the category

CRITICAL
45%

of AI-generated code introduces OWASP Top 10 vulnerabilities

Tested across 100+ LLMs and 80 real-world coding tasks.

Veracode, 2025 GenAI Code Security Report
HIGH
322%

surge in privilege escalation paths in AI-assisted codebases

Architectural design flaws rose 153% in the same period.

Apiiro, AI Code Risk Report 2025
MEDIUM
1 in 3

companies have lost enterprise deals due to missing security certification

Startups typically spend $20K–$60K and 3–6 months to achieve initial SOC 2 certification.

Comp AI, 2025
VS MANUAL
$50,000

average cost of a manual technical due diligence engagement

IntentGuard delivers the equivalent output in under one hour.

Peony, Due Diligence Costs 2026
Capabilities

Six dimensions of truth about your codebase.

IntentGuard runs multiple AI agents in parallel and aggregates findings through a deterministic consensus protocol. You get evidence mapped to frameworks, not a list of noise to manually triage.

INT

Intent Alignment

Proprietary

IntentGuard reads your product specification, design documents, and codebase, then tells you exactly where the implementation diverges from what it was built to do. AI assistants have no memory of your original design. Every session starts fresh. IntentGuard is the contextual ground truth your codebase never had.

For: Developers, CTOs, founders, and VCs who need to know if context drift has taken the code away from the product.

SEC

Security Analysis

OWASP Top 10 · CWE

OWASP Top 10, CWE vulnerabilities, secrets detection, all verified by multiple independent AI models and anchored to specific file paths and line numbers. No finding without evidence.

For: Every audience. If you ship code, this is for you.

CPL

Compliance Mapping

SOC 2 · ISO 27001 · GDPR

Every finding automatically mapped to the relevant clause in SOC 2, ISO 27001, OWASP ASVS, GDPR, and POPIA. Export audit-ready evidence matrices with a single click.

For: Compliance leads, CISOs, and founders preparing for enterprise procurement reviews.

ARC

Architecture Risk

CWE · MITRE

Architecture maturity scored Level 0–4 with evidence. Architectural drift detection: AI-generated changes that silently break security invariants without violating syntax. Mismatch detection between declared and actual architecture. Scalability horizon quantified.

For: VCs evaluating technical health, CTOs detecting architectural drift before it becomes a production crisis, and founders heading into due diligence.

GOV

AI Governance

EU AI Act · ISO 42001

OWASP LLM Top 10, ISO 42001, NIST AI RMF, EU AI Act risk classification, including automatic detection of undeclared AI components. EU AI Act high-risk obligations are active August 2026.

For: Compliance leads, CISOs, and VCs reviewing startups with AI components they may not have declared.

TCO

TCO Intelligence

Investor · Auditor

Unmetered LLM calls. Missing caches. No connection pooling. Vendor lock-in. Over-provisioned infrastructure. IntentGuard finds the cost signals in your code before the cloud bill finds you.

For: CTOs managing cloud costs, VCs assessing burn trajectory, and founders before Series A growth.

Who It's For

Built for everyone who builds, and everyone who evaluates what gets built.

Founders

Intent drift is the gap between what your product was designed to do and what the codebase actually does. It widens with every AI-assisted sprint. IntentGuard measures that gap: architecture maturity, security posture, compliance status, undeclared AI. Before your investors do.

VC / PE Analysts

The same investor-grade technical health report a Big 4 firm charges $50,000 and 3 weeks to produce, delivered in under one hour. Standardised. Evidence-backed. Investor-ready. Verified by up to 4 independent AI models.

CTOs & Tech Leads

Every AI coding session starts without context. Context drift widens with every commit. IntentGuard compares your product specification against your actual codebase, detecting architectural drift, intent mismatches, TCO signals, and what your team got right.

AI-First Builders

Your AI assistant had no context of your product design. Every session started fresh. The code it shipped may work, but does it match what you intended to build? IntentGuard detects context drift and architectural mismatches before your users, investors, or production environment do.

Developers

The Developer persona report gives you evidence-backed findings at file path and line number, the level of detail you need for sprint reviews, architecture decisions, and technical discussions. Not a summary. An audit trail.

Compliance Leads / CISOs

Architectural drift creates AI-native vulnerabilities: code that passes linting and tests but silently violates the security assumptions in your original design. Auto-generated compliance matrices for SOC 2, ISO 27001, GDPR, ISO 42001, and the EU AI Act, with every control mapped to file-level evidence.

Category Differentiation

How IntentGuard compares.

The automated TDD tools used by PE firms and Big 4 advisors require enterprise engagements. IntentGuard is self-serve, from $249, in under one hour.

CapabilitySonarQubeSnykCASTSemaIntentGuard
Intent alignment vs declared design
Multi-LLM consensus (3 providers)
Investor / due diligence reportM&A fmt5 personas
EU AI Act classificationPartial
Architecture maturity scoring
Compliance mapping (14+ frameworks)LimitedPartialPartial
Self-serve, no sales call required
Under 1 hour delivery
Early Access

Be first in line when we launch.

Early access members get priority onboarding, founder-level support, and first access to beta features, before we open to the public. No credit card required.