Content Moderation — Alpha Quantum | AI Tool Classification, Web Filtering & Risk Governance

The Challenge

AI tools are proliferating faster than security teams can track them

Dozens of new AI tools launch every single day. Employees adopt them without IT approval, and every prompt typed into an unvetted chatbot is a potential data-loss event. Static blocklists decay within hours, and compliance frameworks now require documented AI governance controls.

Shadow AI adoption is the default

Employees discover and start using AI tools before IT even knows the tools exist. A marketing team member pastes customer data into an AI writing assistant. A developer routes proprietary code through a code-completion tool that trains on input. Without a classified inventory of 20,361+ AI-tool domains, security teams are responding to incidents they cannot detect in advance.

Every AI prompt is a data-loss vector

AI chatbots, image generators and code assistants ingest the text you type. Some retain prompts for model training. Others store conversations on servers outside your data-sovereignty jurisdiction. The AI Tools Blocklist flags each domain with one of four risk dimensions: trains on user data, data sovereignty concerns, NSFW and adult AI content, or deepfake and abusive generation capabilities.

Static blocklists go stale in days

A manually curated list of AI tools becomes incomplete within 48 hours. The AI Tools Blocklist screens 300,000 newly registered domains every day against its classification engine, adding new AI tools as they appear. This is not a quarterly update cycle. The discovery pipeline runs daily and the database reflects the current AI landscape, not last month's snapshot.

Auditors and insurers demand AI governance evidence

Cyber-insurance questionnaires now include questions about AI tool controls. SOC 2 auditors ask for documented governance policies. Regulatory frameworks from NIST AI RMF to the EU AI Act require organizations to demonstrate visibility into the AI tools their workforce uses. A classified, daily-updated blocklist is auditable evidence that controls exist.

AI Tool Risk Classification

20,361+ AI domains classified with category, risk flag and severity

Every domain in the AI Tools Blocklist is tagged with a functional category, one or more of 4 risk flags, a severity level, and the vendor or product name. The grid below shows real entries from the database. Organizations use these fields to build graduated policies: block high-risk tools, monitor medium-risk, allow approved low-risk.

DomainCategoryRisk FlagSeverityVendor

openai.comAI ChatbotTrains on DataHighChatGPT

chatgpt.comAI ChatbotTrains on DataHighChatGPT

midjourney.comAI Image GenNSFW/Adult AIMediumMidjourney

claude.aiAI ChatbotData SovereigntyMediumAnthropic

runway.aiAI Video GenDeepfake/AbusiveMediumRunwayML

copilot.microsoft.comAI CodeTrains on DataMediumMicrosoft

perplexity.aiAI SearchData SovereigntyLowPerplexity

stability.aiAI Image GenNSFW/Adult AIHighStability AI

Showing 8 of 20,361+ classified domains. Full database at aitoolsblocklist.com. Updated daily with 300,000 newly registered domains screened.

New AI domainClassify · 18 categories · 165 subcategories

Classified toolRisk flag · Trains on data · Sovereignty · NSFW · Deepfake

Flagged domainPolicy action · Block · Monitor · Allow · Alert

Delivered feedEDL · RPZ · API · CSV · PAC · Hosts

Delivery Formats

Seven delivery formats for every network architecture

The AI Tools Blocklist ships in the format your infrastructure already consumes. No transformation scripts, no manual imports. Point your firewall, DNS resolver or endpoint agent at the feed URL and set a cron schedule. Updates flow automatically.

API & Feeds

Firewall Integration

Endpoint Formats

REST API

Query any domain against the full 20,361+ database in real time. Returns category, subcategory, risk flags, severity and vendor in a structured JSON response. 10M lookups per month on the Essentials plan. Integrate into SIEM, SOAR or custom policy engines with a single endpoint.

CSV and JSON Downloads

Download the complete classified database as a flat CSV or structured JSON file. Professional plan includes daily updates. Import into spreadsheets, data warehouses, threat intelligence platforms or custom applications. Each record includes the domain, category, subcategory, risk flags and vendor metadata.

Hosted Feed URLs

Subscribe to hosted feed URLs that update automatically. No manual downloads required. Point your gateway, proxy or DNS resolver at the feed URL and configure a refresh interval. Hosted feeds support filtering by category, risk flag and severity level so you pull only the domains your policy requires.

EDL for Palo Alto Networks

External Dynamic List formatted for Palo Alto NGFW. Import the EDL URL into your security policy as a block list, allow list or monitor list. Supports PAN-OS URL filtering and DNS Security categories. One feed URL, one security rule, automatic daily refresh via the firewall's built-in EDL polling.

EDL for Fortinet FortiGate

Threat feed formatted for FortiGate external connectors. Add the feed as an External Block List under Security Fabric. Apply to web filter profiles, DNS filter profiles or firewall policies. Compatible with FortiOS 6.x and 7.x. Each domain entry includes the AI category for granular policy decisions.

DNS RPZ for BIND

Response Policy Zone file formatted for BIND, Unbound, PowerDNS and Knot Resolver. Deploy as a local RPZ zone that intercepts DNS queries for classified AI-tool domains. Returns NXDOMAIN, NODATA or a redirect depending on your policy. The RPZ file updates daily and includes the full 20,361+ domain set.

PAC File via Group Policy

Proxy Auto-Configuration file that routes AI-tool domains through your web proxy or blocks them directly at the browser level. Distribute via Group Policy Object for Windows endpoints. The PAC file uses the classified domain list to make per-request routing decisions without installing endpoint agents.

Hosts File Format

Standard hosts file mapping classified AI-tool domains to 0.0.0.0 or 127.0.0.1. Deploy on endpoints, servers or development machines where firewall-level blocking is not available. Compatible with Windows, macOS and Linux. Update via scheduled task or configuration management tool like Ansible, Puppet or Chef.

SonicWall and DNSFilter

Pre-formatted feeds compatible with SonicWall Content Filtering Service and DNSFilter domain lists. Upload directly into the management console or subscribe to the hosted feed URL for automatic updates. Includes all 20,361+ classified AI-tool domains with category metadata for policy-level filtering decisions.

See all delivery formats

Classification Engine

Automated discovery, classification and risk scoring at scale

The AI Tools Blocklist does not rely on manual curation. An automated pipeline screens 300,000 newly registered domains daily, classifies confirmed AI tools into 18 categories and 165 subcategories, and assigns risk flags based on data handling, content generation and sovereignty characteristics.

18-Category Taxonomy

AI Chatbots, AI Code Assistants, AI Image Generators, AI Video Generators, AI Audio and Music, AI Writing and Content, AI Search Engines, AI Data Analytics, AI Presentation Tools, AI Translation, AI Transcription, AI Design Tools, AI Automation, AI Agents, AI Research, AI Education and Tutoring, AI Paraphrasers and Humanizers, AI NSFW. Each splits into 165 subcategories for fine-grained policy control.

Full taxonomy

Daily Discovery Pipeline

Every 24 hours the pipeline ingests 300,000 newly registered domains from certificate transparency logs, DNS zone files, and registration feeds. Each domain is analyzed for AI-tool indicators: landing page content, API documentation, SDK references, model endpoints and AI-related metadata. Confirmed AI tools enter the classified database within one update cycle.

Discovery process

4 Risk Flag System

Each classified domain carries one or more of four risk flags. Trains on Data marks tools that use customer prompts for model training. Data Sovereignty flags tools hosted in jurisdictions with weaker data-protection laws. NSFW and Adult AI identifies tools capable of generating explicit content. Deepfake and Abusive marks tools with face-swap, voice-clone or synthetic media capabilities.

Shadow AI Detection

Shadow AI is the use of unapproved AI tools by employees without IT knowledge or consent. The blocklist enables security teams to detect shadow AI usage by integrating the classified domain list into web proxy logs, DNS query logs and SIEM event streams. Compare employee traffic against the 20,361+ classified domains to surface unauthorized AI tool adoption in real time.

Academic Integrity Protection

K-12 school districts and higher education institutions use the blocklist to enforce CIPA and FERPA compliance around AI tools. Block essay-writing AI, tutoring chatbots, paraphrasing tools and humanizer services that undermine academic integrity. The education-focused subcategories separate legitimate research tools from academic misconduct enablers.

Education use case

OEM and DNS Vendor Integration

DNS filtering vendors, secure web gateway providers and managed security service providers license the AI Tools Blocklist for redistribution. Add an AI filtering category to your product without building your own discovery and classification pipeline. White-label licensing includes daily feed updates, STIX and TAXII delivery, and contractual SLA for data freshness and coverage.

Use Cases

How organizations deploy AI content moderation

From enterprise security operations centers to K-12 school district firewalls, the same classified database powers different content moderation workflows depending on the sector, the compliance framework, and the policy architecture.

01

Enterprise Shadow AI Governance

CISOs integrate the AI Tools Blocklist into secure web gateways and CASBs to enforce AI usage policies across the organization. Block high-risk tools that train on user data, monitor medium-risk tools for usage patterns, and allow approved tools through exception lists. The daily update cycle ensures new AI tools are classified before employees discover them. Compliance evidence for SOC 2 auditors and cyber-insurance questionnaires.

02

K-12 and Higher Education Compliance

School districts deploy the blocklist on Palo Alto, Fortinet or DNS-level firewalls to block AI essay writers, tutoring chatbots, paraphrasers and humanizer tools. CIPA compliance requires content filtering on school networks, and AI tools are the fastest-growing category of blocked content. The subcategory taxonomy separates educational AI from academic misconduct tools, allowing districts to permit approved AI while blocking integrity risks.

03

Financial Services AI Controls

Banks, hedge funds and insurance companies face regulatory scrutiny around AI tool usage. Trading desk personnel using unvetted AI chatbots risk data leakage of material non-public information. The AI Tools Blocklist feeds into existing DLP and web-filtering stacks. The data sovereignty risk flag identifies tools that route data through jurisdictions outside the firm's regulatory framework.

04

Healthcare AI Tool Governance

Clinical settings require strict controls on AI tools that may process patient data. HIPAA compliance demands that protected health information never reaches an external AI service without a Business Associate Agreement. The blocklist enables healthcare IT teams to block all AI chatbots and image generators by default, then selectively allow approved tools through a clinical AI governance committee.

05

Government Agency AI Policy

Federal, state and local government agencies must comply with AI governance executive orders and agency-specific policies. The AI Tools Blocklist provides a classified inventory of AI tools that government IT teams deploy through their existing web-filtering infrastructure. STIX and TAXII delivery formats integrate directly into government threat intelligence platforms for automated policy enforcement.

06

OEM and DNS Vendor AI Category

DNS filtering providers and secure web gateway vendors license the AI Tools Blocklist to add an AI tool category to their product without building a discovery pipeline. White-label redistribution rights include daily feed updates, full taxonomy access and contractual SLA guarantees. One integration adds 20,361+ classified AI-tool domains to your customers' filtering capabilities.

Integration Pipeline

From new domain registration to enforced policy in 24 hours

The discovery-to-enforcement pipeline runs automatically every day. No manual domain lists, no stale spreadsheets, no weekly review meetings.

01

Discover

300,000 newly registered domains screened daily from CT logs, DNS zones and registrar feeds

02

Classify

18 categories, 165 subcategories and 4 risk flags assigned to each confirmed AI tool domain

03

Deliver

API, CSV, JSON, EDL, DNS RPZ, PAC and Hosts file formats updated and published

04

Enforce

Block, allow, monitor or alert per category, subcategory and risk flag in your gateway

Platforms

Three platforms powering content moderation

The AI Tools Blocklist classifies AI-specific domains. The Website Categorization API provides web content filtering across 58 categories and 700+ IAB categories. The AI Agent Allowlist governs where autonomous AI agents can browse and act.

AI Tools Blocklist Website Categorization API AI Agent Allowlist

Scale

Enterprise-grade AI tool governance infrastructure

Daily discovery, daily classification, daily delivery. The infrastructure runs continuously so your security policies never fall behind the AI landscape.

20,361+

AI Tools Classified

18

Primary Categories

165

Subcategories

300K

Domains Screened Daily

4

Risk Flag Dimensions

7