Secure.
Reproducible.
Audit-Ready.
From AI Hype to Educator Trust
Artisan isn’t just AI for AI’s sake. It’s AI designed for education—safe, auditable, role-aware, and always grounded in your own data.
Artisan’s HLAD engine ensures every computation is logged and reproducible. Insights are always traceable, accurate, and aligned with your district’s data privacy agreements.
HOW ARTISAN OVERCOMES LLM WEAKNESSES
General AI tools don’t come with FERPA compliance or data privacy guarantees. Artisan keeps all data in secure, single-tenant environments with audit logging and strict access control.
Compliance
LLMs aren’t built to handle constantly changing student records. Artisan leverages Data Forge’s real-time refresh pipelines to keep analyses accurate and current.
Mutable Data
LLMs max out after a few thousand records. Data Forge's storage capacity is virtually limitless (It's built on Amazon Web Services infrastructure). It uses a semi-universal ontology to connect data in its native format. Artisan rides on top of Data Forge, using its analysis engine to work across millions of records without truncation.
Context Limits
LLMs make things up. Artisan never does—its Human-Language Analysis Driver (HLAD) engine runs deterministic math and procedural logic, guaranteeing 100% reproducible results while logging every operation and result. When you use Artisan, you get a transparent trail you can use to verify accuracy and data provenance.
Hallucinations
General purpose LLMs pull from the entire Internet, often returning irrelevant or conflicting advice. Artisan can be constrained to a district’s specific research base, ensuring role-relevant and aligned recommendations
Directionless
LLMs forget. Artisan remembers. It can schedule recurring analyses and deliver reports tailored to each role—teachers, principals, district leaders—so the right insights arrive at the right time.
Repeatability

Why Security & Accuracy Matter
Off-the-shelf AI is not built for education. LLMs hallucinate, mishandle sensitive data, and choke on the scale and mutability of school records. MIDAS Education's AI agent (Artisan) was designed to eliminate these risks while unlocking AI’s potential for educators.

AI Insights Without Guesswork
No data exposure.
No hallucinations.
Just results.
General-purpose LLMs are powerful—but unreliable, insecure, and blind to the realities of K-12 data. MIDAS Education's AI agent (Artisan) solves these problems by operating Data Forge directly, ensuring secure, reproducible, FERPA-compliant results.
