AI Code Security
AI generated code, prepared for production and reviews
I harden Claude and ChatGPT generated code so it is secure, observable, and compliant. Secrets removed, dependencies vetted, guardrails in place, and evidence ready to support SOC 2 or ISO reviews. I take AI-generated code toward production readiness with static analysis, dependency and licence hygiene, runtime monitoring, validation guardrails, and logging structured to support audits.
At a glance: secret and dependency hygiene, schema validation and guardrails, redacted prompt and output logs, feature flags and rollbacks, cost or latency SLOs, and audit evidence mapped to SOC 2 or ISO (certification not included).
AI-native products
AI is the product
Model reliability, drift monitoring, HA or DR, 99.9% target uptime with SLAs, GPU and scaling controls.
Teams that serve models directly and need stability, observability, and compliance.
AI-enhanced apps
Apps built with AI assistance
Guardrails, fallbacks, feature flags, cost and latency SLOs, and safe rollbacks for Claude or ChatGPT powered features.
Teams shipping product features with AI generated code who must pass security or procurement reviews.
What can go wrong
- • Secret or prompt leakage in code or logs
- • Unvetted dependencies or license conflicts
- • Unsafe outputs without validation or filters
- • No prompt or output logging for audits
- • No rollback or feature flag path for bad responses
- • Cost or latency spikes without SLOs or circuit breakers
What gets implemented
- • Secret scans, vaulting, and redaction in prompts
- • Dependency and license audit with pinned versions
- • Schema validation, allow or blocklists, and safe fallbacks
- • Redacted prompt and output logging for observability and audit
- • Feature flags, circuit breakers, and rollback to non AI paths
- • Latency and cost SLOs with spend alerts and dashboards
Packages
Start with the assessment, then harden and ship with confidence.
AI Code Security Assessment
$5,000One week assessment of AI generated codebases with findings mapped to a controls checklist and SOC 2 or ISO evidence needs.
- • Secret and dependency hygiene report
- • Static analysis and dependency/licence hygiene with findings formatted to support audits
- • Prompt and output logging plan (redacted)
- • Guardrail and validation gaps
- • Feature flags, rollback, and circuit breaker recommendations
- • Cost or latency SLO guidance and monitoring plan
AI Code Hardening Sprint
$15K-$25KTwo to four week implementation sprint (depending on scope and access) to close findings, add guardrails, and ship evidence to support SOC 2 or ISO reviews.
- • Secret removal, vault integration, and dependency pinning
- • Schema validation, allow or blocklists, fallbacks, and safe outputs
- • Feature flags, circuit breakers, and rollback to non AI paths
- • Redacted prompt and output logging with dashboards
- • CI gating with static analysis, runtime error capture, and regression tests that can raise tickets when enabled
- • Evidence pack to support SOC 2 or ISO reviews (certification not included)
FAQs
Common questions about securing AI generated code
Do you support code generated by Claude or ChatGPT?
Yes. I review and harden AI-generated code with secret hygiene, dependency and license checks, output validation, logging, and guardrails so it is safe for production.
What is included in the assessment?
A one week assessment maps findings to a controls checklist: secrets removed or vaulted, dependency and license report, prompt and output logging (redacted), schema validation and allow or blocklists, feature flags and rollback paths, and cost or latency SLOs.
How long does hardening take?
Most hardening sprints take two to four weeks depending on scope, environment access, and responsiveness.
Do you handle compliance evidence?
Yes. I align controls to SOC 2 or ISO 27001 and produce evidence to support reviews: scans, change history, logging samples, and policy updates for AI codegen usage. Certification is not included.
Ready to harden your AI generated code?
Start with a free strategy call. Assessments are $5,000 and typically delivered in about one week with timely access.