Unified Enterprise AI Defense Platform

Five Products. Complete AI Security.

Modern AI adoption spans local workstations, cloud API gateways, autonomous coding agents, SaaS tools, and enterprise SOCs. TRY AIDR delivers defense-in-depth across all five threat vectors.

Native Rust AgentNative OS Endpoint DLP & Cognitive Cost Shield

TRY AIDR Shield™

TRY AIDR Shield is an ultra-lightweight, native Rust agent (< 45MB RAM, < 0.5% CPU) that operates at the OS level. It unites zero-trust clipboard & screenshot DLP with the Cognitive Cost Shield™ — automatically detecting context bloat, repetitive queries, and low-value prompts before expensive LLM tokens are consumed.

Sub-10ms local in-memory classification with ONNX neural inference engine
Cognitive Cost Shield: Inline token waste detection, prompt deduplication, and context bloat reduction saving up to 40% on enterprise LLM spend
Dual Cognitive Modes: Audit Mode (silent token waste & cost analytics) vs. Restrict Mode (inline prompt optimization & bypass micro-prompts)
Native zero-bypass OS hooks for Windows (Win32 API), macOS (Cocoa/Accessibility), and Linux (X11/Wayland)
Zero network latency: Fully offline clipboard redaction without sending data to external cloud servers
Automated OCR redaction for screenshots and clipboard images before paste completion
Silent background deployment via MSI, PKG, or MDM (Intune, Jamf, Kandji, Ansible)

// SYSTEM SPECIFICATIONS & PERFORMANCE

Binary Footprint
18.4 MB (Stand-alone native ELF/PE/Mach-O)
Memory Usage
< 45 MB RSS in active monitoring
Interception Speed
3.2ms – 8.1ms (Zero user-perceived delay)
Cognitive Shield Savings
35% – 42% average token waste reduction
Offline Resilience
Full policy enforcement without internet access
SUPPORTED PLATFORMS & RUNTIMES:
Windows 10/11 x64macOS Apple Silicon & IntelLinux x86_64
Flagship Endpoint FeatureBuilt-in to Shield™

Cognitive Cost Shield™: Stop Runaway LLM Token Waste

Saves 35% – 42% on Enterprise AI API Bills

Employees regularly paste 10,000+ tokens of raw terminal logs, bloated boilerplate code, and duplicate questions into frontier models like GPT-4o, Claude 3.7, and Gemini 2.5 Pro. Embedded natively in TRY AIDR Shield, the Cognitive Cost Shield evaluates token volume, semantic repetition, and context bloat locally on the endpoint — preventing wasteful token burn before API requests are ever dispatched.

// 01. CONTEXT BLOAT TRUNCATION

Smart Context Pruning

Automatically pinpoints the crucial 5% of relevant error traces from massive 30KB log dumps, guiding users to avoid sending thousands of irrelevant tokens.

// 02. PROMPT DEDUPLICATION

Repetitive Query Detection

Flags redundant or identical prompts dispatched across developer teams within short intervals, enabling smart response reuse and zero duplicated spend.

// 03. DUAL ENFORCEMENT MODES

Audit vs. Restrict Modes

Choose Audit Mode for silent executive ROI and token waste telemetry, or Restrict Mode for native micro-prompts with instant 1-click token optimization.

Defense-in-Depth Matrix

How the 5 TRY AIDR Products Interlock

Threat LayerTRY AIDR ProductTarget VectorInspection LatencyZero-Trust Action
Endpoint WorkstationsShield™Clipboard, OCR Screenshots, Cognitive Token Waste, USB, Terminal< 10msInline buffer redaction & Cognitive Shield token optimization before paste
Pre-LLM API GatewayDefend™OpenAI, Claude, Gemini, Copilot, Ollama APIs< 5msDrops adversarial prompts with HTTP 403
AI Coding Agents & MCPSentinel™Cursor, Claude Code, Windsurf, LangChain< 6msSandboxes shell & stops unapproved tool calls
Cloud & Shadow AIRadar™GenAI SaaS apps, web tools & browser extensionsContinuousRisk scoring & automated AUP enforcement
Audit & SIEM OperationsConnect™Splunk, Microsoft Sentinel, IBM QRadar, WazuhReal-timeCryptographic SHA-256 HMAC ledger proof