Secure the AI.
Use the AI. Build the AI.

We help organizations defend and shore up agentic systems and LLM integrations, then build the models and data pipelines those systems run on.

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What We Do

Defend Agentic & LLM Systems

Agents and LLM integrations need the same controls as any production system: least privilege, monitoring, and guardrails that hold. We help you shore up prompt handling, tool permissions, and autonomy so systems stay inside the lines you set.

Build Models & Data Pipelines

Custom neural networks, traditional ML classifiers, and end-to-end data engineering. We collect, label, and structure your data, then train and deploy models that perform in production — not just in notebooks.

AI-Augmented Security Tooling

We build the tools your security team actually wants to use. Intelligent alert triage, automated IOC enrichment, correlation engines, and analyst copilots that reduce noise and accelerate decisions.

Why This Matters Now

Every company is deploying AI.
The controls around it still need to catch up.

Agentic systems can chat, browse, execute code, and act on your behalf. That is useful when permissions, data paths, and human checkpoints are in place. We help you put them there — and keep them there as the stack changes.

Capabilities

Agentic & LLM Hardening
Review prompt handling, tool access, and autonomy, then shore up the gaps
Custom Neural Network Design
Purpose-built architectures for detection, classification, and anomaly identification
Data Collection & Labeling
Structured datasets, annotation pipelines, and feature engineering for real-world ML
Model Training & Evaluation
Full lifecycle from architecture to deployment, with real performance metrics
Traditional ML & Data Science
Classification, regression, clustering, and time-series analysis for security data
LLM Integration Defense
Harden prompt handling, tool calls, and retrieval so untrusted content cannot steer the system
Threat Intelligence Automation
Agent-driven collection, enrichment, and correlation of threat data at scale
Security Architecture Review
Evaluate your stack with a focus on AI integration points and data flow

Ready to defend — and run — your AI?

From custom models to agentic guardrails to full data pipelines.

Zachary Hunsaker | Sassafras AI

zachary@sassafras.ai