A Data Forensics LLP Initiative

AI-Powered Threat Intelligence
for the Modern Security Operation

CIVIQ is a proprietary threat intelligence platform built to give security teams, municipalities, and federal agencies real-time, AI-driven insight into emerging threats — with predictive modeling, federated search, and a knowledge base designed for operational speed.

AI / ML Threat Intelligence Predictive Modeling Federated Search Federal-Ready Claude AI

Threat intelligence that thinks ahead — not just behind.

Most threat intelligence tools tell you what already happened. CIVIQ is built to tell you what's likely to happen next. By combining a curated threat knowledge base, federated search across intelligence sources, and AI-powered predictive modeling, CIVIQ gives security operations teams an operational edge that reactive tools simply can't provide.

Originally developed to address the critical gap in municipal and public sector network resilience, CIVIQ has evolved into a production-ready platform with direct applicability to federal threat screening, enterprise security operations, and law enforcement intelligence workflows.

Built natively on modern AI infrastructure — including the Anthropic Claude API — CIVIQ doesn't just aggregate data. It reasons about it, surfaces connections, and delivers prioritized, actionable intelligence to the analysts who need it most.

Predictive Threat Modeling

AI-driven analysis that identifies emerging threat patterns, attack likelihood scores, and adversary behavior indicators before incidents occur.

Federated Intelligence Search

Query across multiple threat intelligence sources, databases, and internal knowledge stores simultaneously — returning unified, de-duplicated results in real time.

Threat Knowledge Base

A continuously updated, structured knowledge base of threat actors, TTPs, IOCs, and contextual intelligence — curated for operational accuracy and speed.

Analyst Intelligence Dashboard

A clean, high-signal dashboard designed for speed — surfacing the most critical intelligence with context, priority scoring, and recommended actions.

Technical foundation

Built on modern, production-grade infrastructure

API Layer

Python / FastAPI

High-performance async backend serving real-time threat data, model outputs, and search results with sub-second response times.

Python FastAPI Async REST API
Frontend

Next.js 14

Modern React-based frontend delivering a fast, responsive analyst interface with server-side rendering and real-time data updates.

Next.js 14 React TypeScript Tailwind
AI Engine

Anthropic Claude API

Powered by Claude for advanced threat reasoning, pattern recognition, natural language intelligence queries, and predictive analysis generation.

Claude API LLM Reasoning NLP
Data Layer

PostgreSQL + pgvector

Relational database with native vector search extensions enabling semantic similarity search across threat intelligence embeddings at scale.

PostgreSQL pgvector Embeddings
Caching

Redis

In-memory caching layer for high-frequency threat lookups, session management, and real-time data pipelines with millisecond latency.

Redis Cache Pub/Sub
Security

Zero Trust Architecture

Designed from the ground up with Zero Trust principles — role-based access control, encrypted data at rest and in transit, and full audit logging.

Zero Trust RBAC Audit Logs TLS
Applications

Where CIVIQ delivers operational value

Federal

Federal Threat Screening & Intelligence Operations

CIVIQ's predictive modeling and federated search capabilities directly support federal threat screening workflows — enabling analysts to correlate identities, behaviors, and indicators across multiple intelligence databases in real time. Purpose-built for the speed and accuracy requirements of federal security operations.

Municipal

Municipal & Public Sector Network Resilience

Local governments face sophisticated threats with limited security staff. CIVIQ gives municipal security teams the same AI-powered intelligence capabilities previously available only to large enterprises — enabling proactive threat detection and faster incident response across critical infrastructure.

Enterprise

Enterprise Security Operations Centers

Augment existing SOC workflows with AI-driven threat context, automated enrichment, and predictive alerting. CIVIQ reduces analyst alert fatigue by surfacing only the highest-priority, most contextually relevant intelligence — so teams can act faster on what actually matters.

Legal

Digital Evidence & Forensic Intelligence

CIVIQ's knowledge base and search capabilities support digital forensic investigations by rapidly correlating threat actors, malware families, and TTPs with known attack signatures — accelerating evidence analysis and supporting expert testimony with documented intelligence sourcing.

Development status

Where CIVIQ stands today

CIVIQ is an actively developed, production-architected platform. The core infrastructure has been fully scaffolded and the initial predictive threat modeling module is built and operational. Development is progressing in phases, with knowledge base ingestion and federated search modules in active development.

Data Forensics LLP has positioned CIVIQ as a production-ready solution in response to federal procurement initiatives, including an RFI response to the FBI Threat Screening Center. We are actively seeking integration partnerships, pilot deployments, and strategic collaborators who understand the operational gap this platform addresses.

Core infrastructure scaffolded

Full Python/FastAPI backend, Next.js 14 frontend, PostgreSQL with pgvector, Redis caching layer.

Completed

Predictive threat modeling module

AI-powered threat pattern analysis and likelihood scoring — first module operational.

Completed

Knowledge base & ingestion pipeline

Structured threat intelligence knowledge base with continuous ingestion from curated sources.

In Development

Federated search module

Unified search across multiple intelligence databases with de-duplication and relevance scoring.

In Development

Pilot deployment & partnerships

Seeking pilot partners in federal, municipal, and enterprise security environments.

Seeking Partners
"CIVIQ was built because the gap was real — and the tools to close it didn't exist yet."

The intelligence community, public sector, and enterprise security operations all face the same fundamental challenge: too much data, too little context, and not enough time. Existing tools are reactive, siloed, and built for environments that don't match the reality of modern threats.

CIVIQ is designed to change that. We are actively seeking pilot deployment partners, integration opportunities, and strategic relationships with organizations that share our commitment to proactive, intelligence-driven security operations.

If you are in federal procurement, municipal IT leadership, enterprise security, or an investor in the security technology space — we want to talk.

Interested in CIVIQ?

Request a briefing · Partnership inquiries · Pilot deployments

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