The Problem
Most companies burn $50k+/yr on AI tools and get mediocre results.
The problem isn't the AI — it's how it's being used. Weak prompts, wrong model selection, no retrieval layer, no governance. We've audited hundreds of AI stacks and the pattern is always the same: massive spend, poor outputs, frustrated teams. We fix this at the root.
Teams using GPT-4 where GPT-4o-mini would be 10× cheaper and just as good
Prompts written casually instead of engineered systematically
No RAG means hallucinations and dangerously outdated information
No governance means AI used inconsistently — or not at all
Our Approach
How we work.
LLM Stack Audit
We audit every AI tool in your stack: what you're spending, what models you're using, and what outputs you're getting.
Waste Identification
We identify exactly where budget is being burned — overpriced models, inefficient prompts, redundant tools.
Architecture Design
We design your optimized AI stack: right models per task, prompt systems, RAG setup, and governance framework.
Implementation
We build and deploy the optimized system: prompt libraries, retrieval pipelines, model routing, and monitoring.
Iteration & Training
As models and use cases evolve, we keep your stack current. New use cases built each month on retainer.
What You Get
Everything included.
Full LLM Stack Audit
Complete inventory of every AI tool in use, total spend, model selection rationale, and output quality assessment.
Prompt Engineering System
Professionally engineered system prompts for every use case — tested, versioned, and documented for your team.
Model Routing Strategy
The right model for the right task. Reduce cost 40–70% through intelligent model selection without sacrificing quality.
RAG Pipeline Setup
Retrieval-Augmented Generation connected to your knowledge base — eliminating hallucinations and enabling private data use.
Cost Optimization Report
Detailed breakdown of pre/post costs with projected annual savings. Typically pays for itself within the first 2 months.
AI Governance Framework
Usage policies, approval workflows, and monitoring systems so AI is used consistently and safely across your organization.
Pricing
Transparent. No surprises.
Audit
Know exactly what to fix
Implement
Audit + full implementation
Retainer
Ongoing optimization & new use cases
FAQ
Common questions.
Still have questions? We'd love to talk through your specific situation.
Ask us anything