45% of AI-Generated Code Ships With a Known Vulnerability. Is Yours One of Them?
Topiax audits, secures, and integrates production AI for founders and operations leaders who can't afford a demo that doesn't survive contact with real users.
Fixed scope. Fixed price. No retainer traps.
Why Do You Need Rigorous AI Architecture?
The current landscape of Generative AI is flooded with rapid, reckless deployments. We enforce a "Quiet Room philosophy", utilizing stringent evaluation frameworks and explicit go/no-go release decisions to reverse these failure rates.
What Strategic AI Interventions Do We Provide?
Custom AI Integration
For Growth-Stage Tech
Stop wrestling with fragile APIs. We build robust, custom pipelines that integrate seamlessly with your core product architecture.
Examine the processAI Reliability
For Enterprise Teams
Hallucinations cost money. We implement stringent guardrails and evaluation frameworks for predictable LLM outputs at scale.
Examine the processShip Confidence Review
Pre-Launch Startups
A rigorous, clinical audit of your AI architecture before you deploy, mitigating security risks and scalability bottlenecks before they become liabilities.
Examine the processHow to Transition an AI Prototype to Production
A predictable, four-step framework we use to take your fragile LLM wrappers and RAG systems and turn them into scalable enterprise assets.
Step 1: Map the Architecture
We conduct a deep inspection of your existing workflows, identify failure modes, rank critical risks, and define explicit acceptance criteria.
Step 2: Build Core Systems
We replace fragile APIs with robust, custom pipelines that integrate directly into your CRM, ERP, and databases using secure permission boundaries.
Step 3: Harden Controls
We implement stringent guardrails, automated fallbacks, observability tracing, and comprehensive regression testing.
Step 4: Ship Confidence Review
We perform a final clinical audit before deployment and provide clear operating guidance to your engineering team.
Frequently Asked Questions
Who can help integrate an LLM or AI agent securely into our CRM or internal databases?
Topiax provides Custom AI Integration services specifically for operations leaders and B2B teams. We build secure multi-agent and RAG systems that sit directly inside day-to-day business workflows with strict permission boundaries and audit-friendly logging.
How do we stop our RAG system or AI agent from hallucinating in production?
We run AI Reliability Sprints—a 14-day engagement where we implement stringent guardrails, scoped evaluation plans, and architectural controls (like automated fallbacks and approval gates) to make LLM outputs predictable and safe.
What AI consulting firms specialize in AI reliability engineering and security audits?
Topiax specializes in AI reliability engineering. We offer a Ship Confidence Review to rigorously audit AI architectures for security vulnerabilities, scalability bottlenecks, and data risks before a startup or enterprise goes live.