4-Week Consulting Engagement
AI Development Risk
& Reliability Sprint
Your engineers are shipping faster with AI. But speed without governance creates risk that compounds silently — in your architecture, your security posture, and your audit trail.
We help engineering teams harden AI coding workflows, implement invariant enforcement, and build the governance layer that AI-assisted development requires.
The Problem
The Hidden Risk of AI in Engineering
AI coding assistants generate plausible, syntactically correct code at remarkable speed. That is precisely what makes them dangerous without proper constraints. The failure mode is not obvious breakage — it is subtle architectural drift, security regressions, and convention violations that pass code review because they look reasonable in isolation.
Most engineering organizations adopted AI tooling faster than they built governance around it. The result is a growing surface area of AI-generated code that was never validated against your actual design constraints, security requirements, or architectural invariants.
Standard code review does not catch this. Reviewers evaluate individual diffs. They are not equipped to detect systemic patterns across hundreds of AI-generated changes — the slow erosion of naming conventions, the quiet introduction of authentication shortcuts, the gradual divergence from your established architecture.
There is no audit trail of the reasoning behind AI-generated decisions. When a model suggests an architectural change, there is no record of what constraints it considered, what alternatives it evaluated, or what trade-offs it made. Six months from now, your team will be maintaining code they did not fully author, with no documentation of why it was built that way.
The organizations that will benefit most from AI-assisted development are the ones that treat governance as infrastructure — not as overhead. Guardrails are not a tax on velocity. They are what make velocity sustainable.
The Engagement
What the 4-Week Sprint Includes
Week 1
Assessment & Constraint Discovery
- Audit current AI tooling usage, configurations, and developer workflows
- Map existing architectural invariants, security requirements, and design constraints
- Identify gaps between documented standards and actual AI-generated output
- Deliver a risk profile with specific findings and severity ratings
Week 2
Governance Framework Design
- Define enforceable constraints: security rules, architectural boundaries, convention requirements
- Design review workflows that validate AI-generated code against your actual standards
- Establish classification taxonomy: hard constraints vs. patterns vs. lessons learned
- Build the constraint knowledge base specific to your codebase and domain
Week 3
Implementation & Integration
- Deploy automated constraint enforcement within existing development workflows
- Integrate invariant checks into AI-assisted development workflows
- Implement audit trail capture for AI-generated architectural decisions
- Configure review agents for security, design, and architecture validation
Week 4
Validation & Knowledge Transfer
- Run the full governance framework against recent AI-generated changes
- Validate detection rates and remediate false positives
- Train engineering leads on constraint management and review workflows
- Deliver operational runbook and ongoing governance maintenance plan
Fit
Who This Is For
A strong fit if:
- SaaS companies with 20 to 200 engineers actively using AI coding assistants
- Teams where AI-generated code is already in production and growing
- Organizations that need audit readiness for AI-assisted development practices
- Engineering leadership concerned about security posture in AI-generated output
- Companies preparing for SOC 2, ISO 27001, or similar compliance requirements that now intersect with AI workflows
Not the right engagement if:
- Teams not yet using AI in development — this is a hardening engagement, not an adoption engagement
- Organizations looking for a tool purchase — this is advisory work, not a software license
- Companies wanting a one-day workshop — meaningful governance requires sustained effort
- Teams without engineering leadership sponsorship
Outcomes
Tangible Outcomes
Constraint Enforcement
A codified set of architectural, security, and design constraints enforced automatically on every AI-generated change — not just documented, but actively validated.
Risk Reduction
Measurable reduction in AI-introduced vulnerabilities. Baseline metrics from Week 1 compared against validated output in Week 4, with specific findings documented.
Audit Trail
Full traceability of AI-generated decisions: what was generated, what constraints were checked, what passed, and what was flagged. The record your compliance team will eventually ask for.
Governance Clarity
A clear, operational framework your team can maintain. Defined ownership of constraint management. Documented processes for updating rules as your architecture evolves.
Review Coverage
Automated review agents that check security posture, design consistency, and architectural alignment — catching what human reviewers structurally cannot at scale.
Team Capability
Your engineering leads trained on maintaining and extending the governance framework. This is not a dependency on external consultants — it is a capability transfer.
Logistics
Engagement Structure
Duration
4 weeks, with structured weekly milestones. Typical time commitment from your team: 4 to 6 hours per week for designated engineering leads.
Investment
Typical engagements range from $25,000 to $35,000 depending on team size, codebase complexity, and compliance requirements. Scoped after the initial strategy call.
Availability
We take on a limited number of engagements per quarter to maintain depth and quality. Current availability is discussed during the strategy call.
Your AI tooling is already shaping your codebase.
The question is whether you are shaping it back.
The strategy call is a 30-minute conversation to assess fit. We will discuss your current AI adoption, your specific risk concerns, and whether this engagement makes sense for your team. No pitch deck. No sales pressure.
Book a Strategy Call