AI Coding Guardrails
Ongoing governance for teams shipping with AI coding tools
Engage when
- Engineering team shipping with AI tools without governance
- CISO requests AI code governance evidence
- Regulatory audit cycle approaching (BaFin, DORA, FCA)
- After an AI coding tools assessment, team needs ongoing governance
The engagement
A monthly retainer providing ongoing governance for engineering teams shipping with AI coding tools. The framework is built as hands-on practitioners of AI-assisted development — not from a governance template adapted from vendor documentation. CI/CD gates, the Definition of Done for AI-generated code, and release readiness criteria are tested against the actual tools, with the actual failure modes. Where deep security penetration testing or regulatory compliance certification is needed, specialist partners are engaged.
An initial onboarding sprint establishes the framework. The monthly retainer maintains it — reviewing AI-assisted commits against the framework, refreshing policies as the tool landscape changes, providing incident-response support when AI-generated code causes issues, and producing audit-ready evidence on demand.
Modules
Each module is an independent, fixed-fee engagement. Start where your need is most acute, or combine modules across the lifecycle.
Onboarding Sprint
One-off sprint establishing AI coding tool governance — usage rules, CI/CD gates, Definition of Done for AI-generated code, release readiness criteria. Available standalone or as pre-retainer setup.
When: Team shipping with AI tools has no documented delivery controls
- AI Coding Tool Usage Rules
- Secure Development Guardrails
- Code Review Workflow
- CI/CD Quality Gates
- Definition of Done for AI-Generated Code
- Architecture Review Checkpoints
- Release Readiness Checks
- Framework Readout
Light Retainer
Monthly delivery assurance review of AI-assisted commits against the established framework. Quarterly refresh as the AI tool landscape evolves. 5-10 hours per month.
When: Delivery controls in place, team needs monthly assurance and quarterly refresh
- Monthly Delivery Assurance Review
- Quarterly Framework Refresh
- Quarterly Executive Readout
Standard Retainer
Full monthly governance with incident-response support and audit-ready evidence on demand. Includes everything in Light plus incident response and regulator/audit evidence packs. 10-20 hours per month.
When: Regulated environment or high-velocity AI development needs deeper monthly oversight and audit evidence on demand
- Monthly Delivery Assurance Review
- Quarterly Framework Refresh
- Incident-Response Support
- Regulator / Audit Evidence Pack
- Quarterly Executive Readout
Process
Each module engagement follows the same arc. You buy the modules you need — not the sequence.
Framework Design
Gate Implementation
Handoff & Readout
Framework Design
Gate Implementation
Handoff & Readout
Who This Is For
Typical Buyers
CTO, Head of Engineering, VP Engineering, PE portfolio company CTO, Head of AI/ML
Industries
Software, fintech, insurtech, devtools, B2B SaaS, regulated SaaS vendors. Phase 2: regulated FS (insurance, banking under DORA)
Why Sparkling Neuronics
- We build custom development tooling and governance frameworks across the AI coding tool ecosystem — not governance templates adapted from vendor documentation.
- We know the operational governance challenges of AI-assisted development from the inside — we built a multi-agent AI platform from idea to production.
- Regulator-citable output — Definition of Done, CI/CD gates, and release readiness criteria designed to produce evidence a regulator can cite
Part of these journeys
This engagement is a step in these playbooks. See the full plan if you want the longer arc.
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Ready to discuss AI Coding Guardrails?
No commitment. Confidential. A direct conversation to understand your situation and explore how we can help.