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NiKaDa Autonomous Cyber-Shield Architecture
03 — Evidence & Benchmark Library

Verified Sub-Millisecond
Containment & AI SOC Benchmarks

0.051 ms P50 (< 0.08 ms SLA) Layer-0 signature & Mirage canary evaluation, 0.131 ms P50 / 0.191 ms P95 (< 5 ms SLA) Tier-0 on-host process micro-freeze, 14.35 ms P50 BETH eBPF Dual-Engine ML (99.74% accuracy), and 94.0% alert-fatigue reduction with 100.0% attack recall.

Verified Production Metrics

Sub-millisecond containment & 99.74% ML accuracy

Every security event traverses our deterministic Tier-0 Rust sensor before reaching Layer-1 behavioral ML and Layer-2 multi-agent SOC reasoning.

0.051 ms P50 Layer-0 Filter (0.071 ms P95 · < 0.08 ms SLA · 13 Rules)
0.131 ms P50 Tier-0 Process Freeze (0.191 ms P95 · < 5 ms SLA)
99.74% Accuracy BETH eBPF Dual-Engine ML (14.35 ms P50 + 0.42 ms Redis Lua)
94.0% / 100% Stream Alert Reduction (500 → 30) & Attack Recall
0.054 ms P50 · ₹199 / agent / mo Ed25519 Cryptographic SOAR Signing (18,554 ops/sec) · Corporate 50-Endpoint Annual Plan (~$2.40 USD · 90% Lower TCO)
Layer-0 Deterministic and Canary Filter
01

0.051 ms Layer-0 Filter

Evaluates 13 high-severity Sigma, WAF, and Mirage honey-credential rules in 0.051 ms P50 (0.071 ms P95), well inside our < 0.08 ms SLA.

0.051 ms P50 · < 0.08 ms SLA
Tier-0 Rust Micro-Freeze
02

0.131 ms Tier-0 Freeze

Suspends ransomware, credential dumpers, and reverse shells locally via Linux SIGSTOP and Windows NtSuspendProcess in 0.131 ms P50 / 0.191 ms P95.

0.131 ms P50 · < 5 ms SLA
BETH eBPF ML and 5-Agent AI SOC
03

99.74% eBPF ML & 5-Agent SOC

Combines 0.42 ms Redis Lua risk decay and 14.35 ms P50 16-feature BETH eBPF ML inference with 5 specialized AI SOC agents and Autonomous Attacker Attribution.

99.74% Accuracy · 94% Noise Cut
Ed25519 Signed SOAR and Sovereign Compliance
04

0.054 ms Ed25519 Governance

Signs every containment action with RFC 8032 Ed25519 in 0.054 ms P50 and automates India CERT-In / DPDP and Australia ACSC / APRA evidence.

0.054 ms P50 Ed25519 · 18,554 Signatures/sec
05

Sovereign India & 🇦🇺 Australia / NZ On-Shore Pods

100% regional data residency with automated 6-hour CERT-In dossiers, 180-day tamper-evident retention, DPDP Act 2023 PII redaction, and ACSC Essential Eight / APRA CPS 234 / SOCI Act compliance packs—including a Free 30-Day Trial ($0 / ₹0 setup fee) for Australian & NZ enterprises.

India Sovereign Pod · 🇦🇺 Australia & NZ On-Shore Pod
01 · End-to-End Detection & Containment Pipeline

Unified Latency & Accuracy Specification

Across every page on nikada.in, our engineering benchmarks follow one unified specification—separating sub-0.08-millisecond Layer-0 signature evaluation from sub-millisecond Tier-0 process suspension and Layer-1 eBPF behavioral ML inference.

Pipeline Stage Architectural Mechanism Measured P50 Measured P95 / P99 SLA Target & Status
1. Layer-0 Deterministic & Mirage Canary Filter Pre-compiled regex & O(1) honey-token lookup across 13 high-severity EDR, WAF & Canary rules 0.051 ms (0.0514 ms) 0.071 ms P95 / 0.091 ms P99 < 0.08 ms · PASS
2. Tier-0 Local Kernel Micro-Freeze On-host process suspension via Linux SIGSTOP and Windows NtSuspendProcess before network egress 0.131 ms (0.131 ms P50) 0.191 ms P95 / 0.228 ms P99 < 5.0 ms on-host SLA · PASS
3. Layer-1 Redis Atomic Risk Accumulation In-memory temporal risk decay & burst correlation across sliding endpoint windows 0.42 ms 0.89 ms P95 < 2.0 ms in-memory SLA · PASS
4. Layer-1 BETH eBPF Dual-Engine ML 16-feature Isolation Forest + Random Forest ensemble trained on kernel eBPF syscall & process telemetry 14.35 ms (14.346 ms) 15.69 ms P95 / 19.52 ms P99 99.74% Accuracy (0.9963 F1) · PASS
5. Stream Deduplication & Alert Suppression 15-minute host + MITRE technique + process-lineage correlation across 500-event telemetry streams 94.0% Reduction 500 → 30 Actionable Incidents 100.0% Attack Recall · PASS
6. Ed25519 Cryptographic SOAR Signing RFC 8032 Ed25519 signature generation + verification + PostgreSQL state-machine audit persistence 0.054 ms 0.067 ms P95 (18,554 ops/sec) 100% Non-Repudiable · PASS
02 · Triage · Investigation · Threat-Intel

5-Agent Autonomous SOC & Attacker Attribution

When an anomaly or Mirage canary fires, our 5-Agent SOC Swarm correlates MITRE ATT&CK v15 kill-chains while our Autonomous IP & Attacker System Profiler enriches adversary infrastructure in real time:

  • Network & ASN Forensics Multi-provider geolocation, autonomous system (ASN), ISP, proxy/Tor/datacenter classification, and reverse-DNS resolution.
  • OS & Stack Fingerprinting Passive TCP/IP TTL, window-size, and application banner inference combined with Layer-2 MAC vendor identification for lateral LAN threats.
  • Active Process Lineage Full parent-child process tree, UID/GID privilege trajectory, and open network sockets captured at the moment of containment.
  • Adversarial Prompt Guardrails Telemetry is sanitized and wrapped in deterministic boundary tags before multi-agent reasoning.
03 · India & Australia Sovereign Compliance

CERT-In, DPDP Act 2023 & ACSC Essential Eight

Hosted inside our India Sovereign Pod, Australia & New Zealand On-Shore Sovereign Pod, or customer air-gapped on-premise infrastructure with automated regulatory dossier generation:

  • India CERT-In & DPDP Act 2023 Automated 6-hour incident dossiers across all 20 mandatory categories, 180-day tamper-evident retention, and PII redaction prior to AI analysis.
  • Australia ACSC, APRA CPS 234 & SOCI Enforces Essential Eight Maturity Level 2/3 application & macro controls with 72-hour APRA CPS 234 and 12-hour SOCI Act reporting packs.
  • Free 30-Day ANZ Sovereign Trial Australian and New Zealand enterprises receive a Free 30-Day Trial with $0 / ₹0 setup fee during evaluation.
  • Zero-Trust SOAR Guardrails 7-state execution machine with blast-radius scoring and Ed25519 cryptographic command verification.
04 · Enterprise Architectural Comparison

Why CISOs Replace Legacy Cloud EDRs with NiKaDa

Foreign multi-tenant cloud EDRs charge ₹2,500–₹7,000/endpoint/month ($30–$85 USD), route telemetry across cross-border cloud pipelines, and require expensive add-ons for AI SOC triage.

Architectural Dimension NiKaDa CyberAI Shield v2.0 CrowdStrike Falcon Enterprise SentinelOne Singularity Complete Palo Alto Cortex XDR Pro
On-Host Layer-0 Signature & Canary Latency 0.051 ms P50 (< 0.08 ms SLA) Cloud-dependent behavioral rollup Kernel + user-space behavioral hook Cloud analytics correlation
Tier-0 Local Process Micro-Freeze 0.131 ms P50 / 0.191 ms P95 (< 5 ms SLA) 500 ms – 3,000 ms policy round-trip 100 ms – 1,500 ms local rollback 1,000 ms – 5,000 ms cloud verdict
Layer-1 Kernel eBPF Behavioral ML 14.35 ms P50 (99.74% Accuracy · 0.42 ms Redis Lua) Proprietary cloud graph ML Static + behavioral engine Cloud behavioral analytics
5-Agent Autonomous AI SOC Included Included in All Plans (Triage, Investigation, Intel, Response, Compliance) Paid Charlotte AI add-on Paid Purple AI add-on Paid Cortex Copilot add-on
Alert-Fatigue Stream Suppression 94.0% Reduction (100.0% Attack Recall) Manual SIEM tuning required Manual STAR rule tuning Manual XQL rule tuning
Data Residency & Air-Gap Sovereignty 100% Sovereign (India Pod, Australia/NZ On-Shore Pod, or Air-Gapped On-Prem) Multi-tenant cloud only High-minimum dedicated cloud Multi-tenant cloud only
Transparent 50-Endpoint Annual Cost ₹199 / agent / mo (~$2.40 USD · All-Inclusive) ~₹4,200+ / agent / mo ($50+ USD) ~₹3,800+ / agent / mo ($45+ USD) ~₹4,600+ / agent / mo ($55+ USD)
Executive Verification · NiKaDa Technologies Pvt. Ltd.

Validate CyberAI Shield v2.0 in your own environment

Deploy our lightweight Rust endpoint sensor across your Linux and Windows fleet in under 60 seconds and evaluate our 5-Agent Autonomous SOC with your own red-team scenarios.

Kaushik Kumar — Founder, CTO & Principal Systems Architect NiKaDa Technologies Pvt. Ltd. · Engineering HQ: Ahmedabad, Gujarat, India
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