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Generative AI Control

Enterprise GenAI Blocklist
Category-Based Blocking at Scale

Block generative AI by category, not by guesswork. 17,410+ classified domains across 18 risk categories, updated daily.

17,410+GenAI Domains Classified
18Functional Categories
102MDomains Scanned
Category-Based Blocking
Firewall / EDL Ready
DNS Filtering Layer
Endpoint Coverage
Daily Feed Updates
The GenAI Risk Difference

Why Generative AI Demands a Separate Blocking Strategy

Not all AI tools pose the same risk. Generative AI requires user-submitted input, making every interaction a potential data transmission event.

Traditional AI (Inbound Data Flow)

  • Spam filters, recommendation engines, computer vision
  • Data stays within your controlled environment
  • No user-submitted content leaves the premises

Generative AI (Outbound Data Flow)

  • Chatbots, code assistants, image generators, summarizers
  • Users submit text, code, files, and audio to external servers
  • Every interaction is a potential exfiltration event

Explosive Growth

Our pipeline monitors 102M+ domains and has classified 17,410+ AI-powered services since late 2022.

Static Lists Fail

Manually-curated blocklists are obsolete before they are saved. New GenAI tools appear daily across every niche.

The Data Ingestion Risk Model

Traditional threat models focus on unauthorized access. GenAI inverts this — data leaves voluntarily, carried by authorized users.

None of these trigger intrusion detection alerts. Yet each may violate data handling policies and regulatory requirements.

Once Data Is Submitted, Control Is Lost

  • Some services use inputs to train future model versions
  • Others log inputs for QA, debugging, or abuse prevention
  • No recall mechanism, no deletion guarantee in most cases
  • No way to verify whether data has been retained or shared

High-Risk GenAI Categories

Code & Development Tools

Ingest proprietary source code through IDE plugins and browser editors. Expose algorithms, API keys, and business logic.

Text & Language Tools

Chatbots, writing assistants, and summarizers that process free-form text. Users submit emails, reports, and strategic plans.

Image & Design Tools

Image editors accepting uploads can receive internal dashboards. Unreleased product designs and confidential slides at risk.

Audio & Voice Tools

Meeting recordings uploaded for transcription expose sensitive discussions. Board-level, M&A, and personnel conversations at risk.

Taxonomy Architecture

How the 18-Category Taxonomy Maps to GenAI Risk

Our 18-category taxonomy enables granular, category-level policy enforcement across 17,410+ classified domains.

Blocking Tier Categories Rationale
Most Restrictive Text & Language, Code & Development, Conversational & Chatbots Highest volume of sensitive data submission; users type or paste substantive content
Moderate Restriction Image & Design, Audio & Voice, Video & Animation Allowed for approved tools; blocked for unknown domains accepting uploads
Broadly Allowed Education & Learning, Marketing & Content, Research & Knowledge Lower data-submission risk; policies vary by organizational risk posture

Category-Based Blocking Configuration

This script generates separate domain feeds for each policy action in your acceptable use framework.

#!/usr/bin/env python3
"""Configure category-based GenAI blocking using the AI Tools Blocklist."""

import requests
import csv
import io

API_BASE = "https://www.aitoolsblocklist.com/api/database/"
API_KEY  = "your-enterprise-api-key"

# Define per-category blocking policies
GENAI_POLICY = {
    # HIGH RISK — block all domains in these categories
    "block": [
        "Text & Language",
        "Code & Development",
        "Conversational & Chatbots",
        "Audio & Voice",
    ],
    # MEDIUM RISK — log and alert, block after review
    "monitor": [
        "Image & Design",
        "Video & Animation",
        "Data & Analytics",
        "Automation & Workflows",
    ],
    # LOW RISK — allow with logging
    "allow_log": [
        "Education & Learning",
        "Marketing & Content",
        "Research & Knowledge",
    ],
}

def download_database() -> list:
    """Download the full database CSV once (domain,category,subcategory)."""
    resp = requests.get(
        API_BASE,
        headers={"X-API-Key": API_KEY},
        params={"action": "download_database"}
    )
    resp.raise_for_status()
    return list(csv.DictReader(io.StringIO(resp.text)))

ROWS = download_database()

def fetch_domains_by_category(category: str) -> list:
    """Filter the downloaded CSV client-side by category."""
    return [r["domain"] for r in ROWS if r["category"] == category]

def generate_blocklist_files():
    """Generate separate domain lists per policy action."""
    for action, categories in GENAI_POLICY.items():
        all_domains = []
        for cat in categories:
            domains = fetch_domains_by_category(cat)
            print(f"  {cat}: {len(domains)} domains")
            all_domains.extend(domains)

        filename = f"genai_{action}.txt"
        with open(filename, "w") as f:
            f.write("\n".join(sorted(set(all_domains))))
        print(f"Wrote {len(all_domains)} domains to {filename}\n")

if __name__ == "__main__":
    generate_blocklist_files()

Three Domain Files, One Per Policy Tier

The script outputs three domain files, one per policy action.

genai_block.txt

Deny list for your firewall or proxy. High-risk categories.

genai_monitor.txt

SIEM alert list for monitored category access.

genai_allow_log.txt

Passive logging for lower-risk categories.

Automate with cron. Run daily to keep category-based lists current as new domains are discovered.
Coverage at Scale

The Feed Behind Every Enforcement Layer

17,410+GenAI domains classified
18Functional categories
102MDomains scanned
DailyFeed updates
GenAI Acceptable Use

Building a GenAI-Specific Acceptable Use Policy

A GenAI AUP is distinct from your general IT acceptable use policy. It defines when, how, and with which tools employees may submit data to AI services.

Five Essential Policy Components

Enforcement Rules Configuration

Map each policy tier to specific enforcement actions in your proxy or SWG engine.

# GenAI Acceptable Use Policy — Enforcement Rules
# Load into your proxy / SWG policy engine

# TIER 1: Approved GenAI tools (enterprise agreements in place)
rule genai_tier1_allow {
    match: domain_list("/feeds/genai_approved.txt")
    action: ALLOW
    log: true
    dlp_scan: true
    note: "Approved GenAI — log all usage, DLP scan uploads"
}

# TIER 2: Conditionally approved (allowed for non-sensitive data only)
rule genai_tier2_conditional {
    match: domain_list("/feeds/genai_conditional.txt")
    action: ALLOW
    condition: dlp_classification NOT IN [
        "Confidential", "Restricted",
        "PII", "Financial", "Legal_Privileged"
    ]
    on_violation: BLOCK + alert("security-ops")
    log: true
    note: "Conditional GenAI — block if sensitive data detected"
}

# TIER 3: Prohibited GenAI tools (all uncategorized / high-risk)
rule genai_tier3_block {
    match: domain_list("/feeds/genai_block.txt")
    action: BLOCK
    response: redirect("/policy/genai-blocked.html")
    log: true
    alert: threshold(3, "5m") -> alert("security-ops")
    note: "Blocked GenAI — alert if 3+ attempts in 5 minutes"
}

Each Tier Enforces a Distinct Security Posture

Tier 1: Approved

  • Enterprise agreements with DPAs
  • SOC 2 attestation on file
  • Contractual training exclusion
  • Full access with DLP scanning

Tier 2: Conditional

  • Meets baseline security standards
  • Non-sensitive work only
  • DLP blocks classified data
  • Logged and reviewed monthly

Tier 3: Blocked

  • All unreviewed GenAI tools
  • Auto-populated via daily feed
  • New tools blocked automatically
  • Requires CISO approval to unblock

Policy Governance and Review Cadence

The GenAI market evolves weekly. Annual reviews leave policy perpetually outdated.

Quarterly Full Review

  • Regulatory environment changes
  • Tool landscape shifts (ToS changes, acquisitions)
  • Usage telemetry — demand patterns and circumvention

Monthly Tool List Review

  • Evaluate tool promotion requests
  • Remove tools from Tier 1/2 if circumstances changed
  • Review exception requests submitted through formal process
Deployment Architecture

Deploying GenAI Blocklists Across Your Security Stack

No single enforcement point provides complete coverage. Defense-in-depth addresses every device type and work location.

Firewall / EDL Layer

Load the domain feed as an External Dynamic List on your next-gen firewall. Leading NGFW platforms and web gateways all support category-based policies.

DNS Filtering Layer

Block at the DNS resolver level before connections reach the proxy. Covers mobile devices, remote workers, and non-browser apps.

Endpoint Agent Layer

Catches GenAI usage that bypasses network controls. Covers personal hotspots, split-tunnel VPNs, and offline-capable apps.

Handling GenAI Browser Extensions

Hundreds of GenAI browser extensions can read page content, capture clipboard data, and transmit to backend servers.

Backend Domain Blocking

We classify API domains extensions communicate with, not just marketing domains. Blocking api.genai-tool.com disables the extension at the network level.

Extension Installation Policies

Chrome Enterprise, Edge, and Firefox support publisher-domain policies. Cross-reference our feed against extension metadata to auto-block GenAI extensions.

Mobile GenAI Application Risks

GenAI keyboard apps process every keystroke, potentially capturing credentials and corporate communications.

Corporate-Managed Devices

Integrate the domain feed with MDM and MTD platforms. URL filtering applies to all traffic, including apps that bypass system proxy.

BYOD Environments

DNS-level enforcement provides the most practical BYOD coverage. Catches GenAI connections regardless of which app initiates them.

Usage Intelligence

Monitoring GenAI Usage Patterns Across the Enterprise

Visibility Is Half the Battle

Blocking alone is not governance. You also need to understand what employees are trying to access and why.

Telemetry as Demand Signal

The CISO can partner with business leadership to adopt GenAI strategically based on real usage data.

Category Breakdown

Which GenAI tool types see the most demand across your organization

Department Segmentation

Which business units are most actively seeking GenAI access

Repeat Offender List

Users needing additional training or monitoring for circumvention risk

Usage Intelligence Report

This script queries enforcement logs and generates a GenAI usage intelligence report.

#!/usr/bin/env python3
"""Generate a GenAI usage intelligence report from blocklist logs."""

import json
from collections import Counter, defaultdict
from datetime import datetime, timedelta

def parse_enforcement_logs(log_path: str, days: int = 30) -> list:
    """Parse proxy/firewall enforcement logs for GenAI block events."""
    cutoff = datetime.now() - timedelta(days=days)
    events = []
    with open(log_path) as f:
        for line in f:
            record = json.loads(line)
            ts = datetime.fromisoformat(record["timestamp"])
            if ts >= cutoff and record.get("policy_action") == "BLOCK":
                events.append(record)
    return events

def build_report(events: list, ai_categories: dict) -> dict:
    """Aggregate blocked GenAI events by category and department."""
    by_category = Counter()
    by_dept = defaultdict(lambda: Counter())
    top_domains = Counter()
    repeat_users = Counter()

    for evt in events:
        domain = evt["destination_domain"]
        category = ai_categories.get(domain, {}).get("category", "Unknown")
        dept = evt.get("user_department", "Unknown")

        by_category[category] += 1
        by_dept[dept][category] += 1
        top_domains[domain] += 1
        repeat_users[evt.get("username", "unknown")] += 1

    return {
        "period": f"Last 30 days ({datetime.now():%Y-%m-%d})",
        "total_blocked": len(events),
        "by_category": by_category.most_common(),
        "by_department": dict(by_dept),
        "top_blocked_domains": top_domains.most_common(20),
        "repeat_offenders": [
            (u, c) for u, c in repeat_users.most_common(10)
            if c >= 5
        ],
    }

# Generate and output the report
events = parse_enforcement_logs("/var/log/proxy/enforcement.jsonl")
report = build_report(events, ai_categories={})
print(json.dumps(report, indent=2, default=str))

From Security Control to Governance Platform

  • Aggregate block events by category and department
  • Surface top-20 most-requested blocked domains
  • Flag repeat offenders for training or review
  • Feed into monthly governance review meetings
Tool Tiering

Managing Approved vs. Unapproved GenAI Tool Tiers

The Problem with Extremes

Blanket prohibition causes circumvention. Blanket permission causes data breaches.

The Solution: Structured Adoption

Default-deny blocks all 17,410+ domains. An allowlist of vetted tools layers on top.

Tier 1: Enterprise Approved

  • Signed enterprise agreements
  • SOC 2 Type II attestation
  • Contractual training exclusion
  • SSO integration, dedicated tenants

Tier 2: Conditionally Approved

  • Meets baseline security requirements
  • Non-sensitive data only
  • DLP prevents classified data
  • Monthly usage review

Tier 3: Blocked by Default

  • All 17,410+ unreviewed domains
  • Daily auto-updated blocklist
  • Promotion requests via IT portal
  • New tools blocked automatically

Promotion Process

Tier 3 → Tier 2

  • Security questionnaire completion
  • Terms of service and privacy policy review
  • Regulatory requirements check
  • Data flow analysis documentation

Tier 2 → Tier 1

  • Formal vendor risk assessment
  • Signed data processing agreement
  • SOC 2 Type II or ISO 27001 evidence
  • Legal review of contract terms
This structured evaluation ensures tool adoption is driven by business need and bounded by risk tolerance. It only works when backed by a comprehensive, auto-updating blocklist.
Keep Exploring

Related Resources

Deploy Category-Based GenAI Blocking Today

Request a custom GenAI domain feed filtered to the categories that matter most to your organization.

Request GenAI Blocklist Configuration

Tell us which GenAI categories you need to block and we will prepare a tailored domain feed.