Removing guesswork from AI systems in production
AI, from Plug-In to Built-In
Inhouse AI helps organizations take control of their AI systems by making them reliable, auditable, and safe to operate.
We work with teams whose AI tools function in practice, but lack clear ownership, operational safeguards, or long-term reliability. Our role is not to experiment or chase novelty, but to make AI systems dependable in real-world use.
The Company
Inhouse AI is a boutique AI advisory firm focused on AI system stabilization, control, and operational readiness.
Our work is built on over a decade of experience designing, delivering, and operating complex enterprise software and AI systems. We combine engineering discipline with business judgment to help organizations move beyond prototypes and into AI systems they can confidently depend on.
We are pragmatic, strategic, and outcome driven. If an AI system cannot be trusted in production, it should not exist.
ABOUT US
System Stabilization & Control
OUR SERVICES
What We Do
Most AI systems reach production before they are truly production ready.
Advisory
& Consulting
For organizations navigating AI adoption decisions, we provide senior-level advisory
Gen AI & Machine Learning
In limited cases and when justified, we design or adapt AI systems to support production stability.
Our Work
CASE STUDIES
Machine Learning Fraud Detection
We designed and deployed a machine learning fraud detection system to address large-scale abuse of university .edu email domains.
Results:
95% of fraudulent applications detected
50% reduction in manual application review effort
Faster and more confident admissions decisions
We built an AI-powered document intelligence system to support legal professionals in high-volume contract environments.
Key capabilities:
Natural-language search across large document sets
AI-generated summaries with source references
Side-by-side contract comparison
Template-based checks to flag missing clauses
The system reduced review time while improving consistency and confidence.
Legal Intelligent Document Retrieval
What we do
AI, from Plug-In to Built-In
Company
Contact