SECURIGATION
BUILD WITH PARITOK
POWERED BY PARITOK CONTEXT OPTIMIZATION & GROQ LLAMA-3

SUB-SECOND AI THREAT INVESTIGATIONS FROM MILLIONS OF LOGS

Securigation uses Paritok's High-Density Compression API to shrink 15,000+ noisy raw security logs by 98.7% before feeding them to Groq AI, delivering sub-second, grounded incident responses with 0% hallucinations.

INTERACTIVE DEMO PLAYGROUND

TEST COMPRESSION RATIO SIMULATION

❌ UNCOMPRESSED RAW LOGS (15,000 LINES)
Tokens: 57,120 | Latency: 12.4s | Cost: $0.45
2026-07-31T00:01:02Z linux-sec-node sshd[102]: Failed password for invalid user root from 192.168.1.105 port 49152 ssh2
2026-07-31T00:01:03Z linux-sec-node sshd[103]: Failed password for invalid user root from 192.168.1.105 port 49153 ssh2
2026-07-31T00:01:04Z linux-sec-node sshd[104]: Failed password for user admin from 192.168.1.105 port 49154 ssh2
2026-07-31T00:01:05Z linux-sec-node sshd[105]: Failed password for invalid user root from 192.168.1.105 port 49155 ssh2
2026-07-31T00:02:10Z linux-sec-node sshd[222]: Failed password for user root from 192.168.1.105 port 49156 ssh2
2026-07-31T00:03:15Z linux-sec-node sshd[240]: Failed password for user root from 192.168.1.105 port 49157 ssh2
2026-07-31T00:04:12Z linux-sec-node sshd[4122]: Accepted password for admin from 192.168.1.105 port 49200 ssh2
2026-07-31T00:05:30Z linux-sec-node sudo: admin : TTY=pts/0 ; PWD=/home/admin ; USER=root ; COMMAND=/bin/bash
2026-07-31T00:06:10Z linux-sec-node scp[4210]: Uploading shadow.bak to 185.17.42.109:443
... (Remaining noisy events flood context window)
Click to run Paritok compression engine simulation
⚡ PARITOK OPTIMIZED EVIDENCE (215 LINES) | 98.7% REDUCTION
Tokens: 750 | Latency: 0.38s | Cost: $0.005
Optimization Idle
98.7%
• Context payload token reduction in real-time
87,910
• Redundant tokens saved per inquiry turn
6.76s
• Inquiry latency saved vs uncompressed payload
WHY TRADITIONAL SIEM AI FAILS

TRADITIONAL LLM APPROACH VS SECURIGATION

TRADITIONAL UNCOMPRESSED SIEM AI
  • • 15,000+ raw log lines flood context windows
  • • 8-12 seconds LLM response latency
  • • High cost per inquiry query ($0.45 per run)
  • • Risk of hallucinated timestamps and IP addresses
SECURIGATION + PARITOK ENGINE
  • • 98.7% token payload reduction before LLM call
  • • Sub-second Groq Llama-3 response speed (< 850ms)
  • • Near-zero cost per turn ($0.005 per run)
  • • 100% grounded answers verified against evidence
THE ARCHITECTURE STORY

HOW SECURIGATION WORKS (STEP-BY-STEP)

01
CHAPTER 01 • THE INCIDENT INGESTION CRISIS

The Storm of Uncompressed Security Logs

Modern SOC teams are inundated with gigabytes of daily security log streams from domain controllers, Apache webservers, firewalls, and cloud infra. A single APT29 brute-force attack or webshell upload generates tens of thousands of raw lines. Ingesting this uncompressed data directly into LLMs causes severe latency, multi-dollar token costs, and context truncation.

02
CHAPTER 02 • PARITOK CONTEXT COMPRESSION

High-Density Context Compression Engine

Securigation integrates directly with the official hosted Paritok /api/compress API. Instead of sending 15,000 redundant log lines to the AI model, Paritok strips noise while preserving 100% of critical security telemetry, achieving a 98.7% token reduction in under 400 milliseconds.

03
CHAPTER 03 • GROQ SUB-SECOND REASONING

Sub-Second Grounded AI Threat Evaluation

The optimized high-density context is processed by Groq Llama-3 70B in under 1 second. Rather than guessing, the LLM evaluates exact failed login volume spikes, root privilege escalations, webshell payloads, and Mimikatz privilege assignments to deliver hallucination-free grounded findings.

04
CHAPTER 04 • DYNAMIC SOC THREAT GRAPH

Interactive Entity Graph & Timeline Replay

Securigation automatically constructs interactive node relationships between attacker IPs, compromised domain accounts, target hostnames, and command execution timelines, allowing SOC analysts to filter and inspect evidence records in real-time.

UNIVERSAL LOG INGESTION

SUPPORTED SECURITY LOG FORMATS

Linux Syslog (RFC 3164)

sshd auth, sudo escalations, scp exfiltration logs.

Apache Combined

WebShell POST uploads, scanner probes, cmd execution.

Windows EVTX

Event ID 4624 remote login, Event ID 4672 LSASS dump.

AWS CloudTrail JSON

Unauthorized S3 bucket access & IAM policy edits.

READY TO RUN AN INVESTIGATION?

Launch the interactive agent workspace to select pre-indexed cyber incident logs or upload raw files.

Built withParitokHigh-Density Context Optimization API
© 2026 Arpit Tripathi. All rights reserved.