Code Generation Tools That Meet Enterprise Security Standards: A 10-Point Evaluation Checklist

An AI code generation tool meets enterprise security standards when it shows evidence on ten checks in three groups: the vendor and the data (audit, data contract, hosting), the generated artifact (authorization, secrets, bill of materials, testing), and the change lifecycle (AI change trail, identity and least privilege, ownership).

Each check aligns with a standard you are already audited against, making the checklist defensible rather than subjective. Code-emitting tools produce a codebase you deploy; governed-platform tools use AI to configure an application within an already secured and audited platform. Caspio exemplifies the governed-platform approach.

Why Your Existing Standards Already Apply, and What AI Adds

AI-generated software is software. SOC 2, ISO/IEC 27001:2022, and NIST SP 800-53 Rev. 5 already require that changes be authorized, tested, logged, and attributable, and that suppliers be assessed; none exempts a change because a model made it.

AI adds four areas to address:

• Provider contracts and data flows: Address the risks outlined in the OWASP Top 10 for LLM Applications 2025.
• Human accountability: Assign responsibility for AI-made changes using the NIST AI Risk Management Framework (AI 100-1) and its Generative AI Profile (AI 600-1).
• AI management: Where an AI management system is required, use ISO/IEC 42001:2023.
• Secure development: Follow the practices in NIST SP 800-218 v1.1.

In the EU, the AI Act applies generally from 2 August 2026. Regulation (EU) 2026/1744 defers high-risk obligations to December 2027 and August 2028. Counsel should determine whether a given application falls within scope.

Each checklist item identifies where the control resides. As a governed-platform tool, Caspio uses Caspi, its AI app builder, to generate a configured application, including its data model, interface, and roles, within the platform, rather than source code. Three checks apply only to code-emitting tools and are therefore not applicable; the platform addresses the rest. This article on security risks in AI-generated applications explains the risks these controls address.

The 10-Point Checklist at a Glance

The table is the whole list; the sections below explain each line. The right-hand column is how a governed-platform tool answers, using Caspio.

The Vendor and the Data (Checks 1 to 3)

Before reviewing generated output, assess the vendor’s audit evidence, contractual data protections, and hosting responsibilities. Clarify which security controls belong to the provider and which to your team to avoid gaps.

1. Is the vendor independently audited, and can we see the evidence?

What to require: An independent assessment report on the vendor’s own operation, not a self-attestation, plus written vulnerability-disclosure and incident-notification commitments (SOC 2 CC9.2; ISO/IEC 27001:2022 Annex A 5.19 and 5.22; NIST SP 800-53 Rev. 5 CA-2).

How Caspio answers: HIPAA, SOC 2 Type II, and GDPR compliance are independently audited annually; status is public at the Trust Center and full reports are shared under NDA. On incidents, the Data Processing Agreement commits Caspio to notify customers “without undue delay”.

2. Under what contract does the AI provider handle our data, and is the flow documented?

What to require: A signed processor contract covering the AI provider, a document of the data flow both ways, and a published subprocessor list with notice of changes (GDPR Article 28; ISO/IEC 27001:2022 Annex A 5.20; OWASP LLM02:2025).

How Caspio answers: AI Connector Extensions send the fields a prompt references to the AI provider’s API and store the response in the table, each flow configured field by field, under Caspio-held provider agreements. Caspio publishes its subprocessor list, including its AI providers, with 30 days’ notice of changes, under a public Data Processing Agreement. Caspio’s HIPAA-eligible AI features operate under signed Business Associate Agreements (BAAs).

3. Where does the generated application run, and who operates it?

What to require: A written statement of who hosts, patches, monitors, and backs up the running application, and where its data resides: the shared-responsibility agreement NIST SP 800-218 v1.1 describes.

How Caspio answers: The application runs on Caspio’s AWS infrastructure, with data residency available in the United States, Canada, the European Union, the United Kingdom, Australia, and South America. Caspio operates that infrastructure and backs up your account daily, so there is no server for your team to run.

The Generated Artifact (Checks 4 to 7)

Three of these four checks apply only if the output is code; authorization applies to both tool types.

4. Does the output enforce authorization on the server, for every record, by default?

What to require: A demonstration, not a statement: sign in as two roles and confirm each sees only its own records, in the interface and at the API (NIST SP 800-53 Rev. 5 AC-3 and AC-6; OWASP Top 10:2025 A01).

How Caspio answers: Authentication and user roles are built into the platform, and Caspi wires role-based access and record level security in at generation; access follows least-privilege roles you define once and enforce everywhere, from the interface to the API.

5. Are secrets kept out of the generated output?

What to require: Secret-scan results on the generated output, and a rule that credentials live in a vault, never in code (ISO/IEC 27001:2022 Annex A 5.17; the NCSC’s June 2026 guidance keeps credential handling at the manual end of AI-assisted development).

How Caspio answers: Does not apply; there is no code artifact to scan. API connections authenticate through credentials an administrator creates, scopes, and can revoke. How the platform protects its own secrets moves to check 1.

6. Is there a bill of materials and provenance for what was generated?

What to require: A bill of materials for the generated application meeting the 2026 Minimum Elements (CISA and partners, July 2026), which now cover AI software and SaaS, plus build provenance (SLSA 1.2).

How Caspio answers: Does not apply to the generated application. There is no codebase and no dependency list; it runs on platform components Caspio maintains. The platform’s own component transparency is a check 1 vendor question, and Caspio’s public pages do not publish an SBOM.

7. Does the output pass security testing before deployment, with evidence attached?

What to require: A test report on the generated output against a named standard, OWASP ASVS 5.0, before anything deploys (ISO/IEC 27001:2022 Annex A 8.25, 8.28, and 8.29).

How Caspio answers: Does not apply to generated code; there is nothing to run a scanner over. The platform’s controls are “validated by specialized software and independent auditors”, which is check 1 evidence. Your team still verifies the application’s configuration by signing in as each role before go-live.

The Change Lifecycle (Checks 8 to 10)

After the initial build, clarify who is accountable, who can make changes, and who owns the result.

8. Is every AI-made change attributable, logged, and governed like a human change?

What to require: Evidence that an AI-made change is authorized and recorded like any other configuration change, with a record carrying actor, time, and outcome (SOC 2 CC8.1; NIST SP 800-53 Rev. 5 CM-3 and AU-3; for health data, 45 CFR 164.312(b)).

How Caspio answers: People and Caspi edit the same application: “both work on the same app under the same permissions and audit trail.” All plans include logs for user access, emails, SMS, and account activity; the HIPAA and Compliance edition adds a full audit trail of all data access.

9. Is access to the tool, and to what it can reach, governed by our identity provider and least privilege?

What to require: Single sign-on through your identity provider, unique identification of every human and agent, and agent access scoped to the minimum and revocable (NIST SP 800-53 Rev. 5 IA-2 and AC-6; OWASP LLM06:2025).

How Caspio answers: SAML single sign-on on plans that include it, from your identity provider; Caspio can also act as a SAML identity provider for third-party applications. For API connections, a new API profile has no permissions on existing data until an administrator grants them: “the same identity controls that govern your users govern what AI tools and agents can touch.”

10. Who owns and maintains the result after the builder leaves?

What to require: A named owner for every generated application and an artifact a successor can read and change. OWASP’s Secure Coding with AI cheat sheet: “AI-generated code must have a human owner”.

How Caspio answers: The application belongs to you. Your team edits it in the same visual builder Caspi used, and Caspio maintains the platform beneath it. A named owner is still your job; Caspio’s terms make the customer responsible for managing account access on least-privilege principles.

Where the Control Lives: Reading the Checklist by Tool Class

For code-emitting tools, checks 4, 5, and 6 live in the tool’s output, which you inspect, and checks 3 and 7 to 10 live in your pipeline, which you build; only checks 1 and 2 live in the platform, the vendor’s own operation. For governed-platform tools, the platform supplies the evidence for checks 1 to 3 and 5 to 8, and checks 4, 9, and 10 are platform mechanisms you configure: the roles, the identity connection, and a named owner.

Describe the application you need, and Caspi generates it as an application your team owns and edits, with no code to maintain. Caspio delivers a compliant app in a compliant environment, and serves any company that values security, reliability, and scalability, not only regulated industries. Once the platform is approved, IT still reviews each tool built on it.

Frequently Asked Questions

What security standards should an AI code generation tool meet?

SOC 2 Type II or ISO/IEC 27001 for the vendor’s own operation; NIST SP 800-218 for secure development; the OWASP Top 10 for LLM Applications and NIST’s AI Risk Management Framework for AI-specific risks; ISO/IEC 42001 where you require an AI management system; and, for code-emitting tools, a bill of materials and test evidence for the output.

Does Caspio generate code?

No. Caspio is a governed-platform tool. Caspi, its AI app builder, generates a configured application, the data model, interface, and roles, inside Caspio, and produces no code artifact. Code-only checks, such as secrets, bill of materials, and code testing, do not apply. The remaining checks rely on platform audit evidence: HIPAA, SOC 2 Type II, and GDPR compliance are independently audited annually.

Is AI-generated code allowed under SOC 2 or ISO 27001?

Yes. Both are control frameworks, not tool policies. They require that changes be authorized, tested, logged, and attributable, and that suppliers be assessed, so an AI-made change must meet the same criteria as a human one. On Caspio, people and Caspi work on the same application under the same permissions and audit trail.

Put the Checklist to Work

Start a 14-day free trial to evaluate Caspio against the ten checks. Share the compliance overview and Trust Center with your vendor questionnaire owner, and explore all four AI capabilities at Caspio AI.

Prefer a guided approach? Have us or one of our certified partners build your application for you.