PolicyForge

Define AI access policies in plain English – auto-enforced across your stack

Score: 8.0/10GermanyMedium BuildReady to Spawn
Brand Colors

The Opportunity

Problem

Enterprise teams risk internal data leaks due to the absence of fine-grained access controls in AI tools.

Solution

PolicyForge lets security admins write natural language policies that compile into enforceable rules for AI tools. It integrates with your IdP and deploys agents to monitor/audit internal AI usage. Gain fine-grained control over who sees what data without rebuilding apps.

Target Audience

Enterprise IT security teams and admins deploying AI tools for internal workflows

Differentiator

NLP-powered policy engine translates English to code, 10x faster than YAML/JSON editors

Brand Voice

supportive

Features

NLP Policy Editor

must-have25h

Write policies like 'Block finance data for marketing users' – auto-generates rules

Agent Deployer

must-have18h

One-click agents for monitoring AI SDK calls in codebases

Compliance Scanner

must-have12h

Scan existing AI workflows for policy violations

Role Sync

must-have10h

Pull roles from Okta/Azure AD

Violation Dashboard

must-have15h

Visualize and triage policy breaks

Policy Simulator

must-have8h

Test policies against sample queries

Export Rules

nice-to-have7h

Generate OPA/OPA-compatible policies

Team Collaboration

nice-to-have8h

Policy review workflows

ML Policy Suggestions

nice-to-have12h

Auto-suggest rules from audits

Total Build Time: 115 hours

Database Schema

organizations

ColumnTypeNullable
iduuidNo
nametextNo
idp_configjsonbYes
created_attimestampNo

Relationships:

  • users.org_id -> organizations.id

users

ColumnTypeNullable
iduuidNo
emailtextNo
org_iduuidNo
created_attimestampNo

Relationships:

  • policies.created_by -> users.id

policies

ColumnTypeNullable
iduuidNo
natural_texttextNo
compiled_rulesjsonbNo
org_iduuidNo
created_byuuidNo
activeboolNo

Relationships:

  • violations.policy_id -> policies.id

violations

ColumnTypeNullable
iduuidNo
query_datajsonbNo
policy_iduuidNo
org_iduuidNo
timestamptimestampNo

agents

ColumnTypeNullable
iduuidNo
nametextNo
org_iduuidNo
install_keytextNo

API Endpoints

POST
/api/policies

Compile and save NLP policy

🔒 Auth Required
POST
/api/violations

Report violation from agent

🔒 Auth Required
POST
/api/agents

Generate agent install key

🔒 Auth Required
POST
/api/scanner

Run compliance scan

🔒 Auth Required

Tech Stack

Frontend
Next.js 14 + Tailwind + shadcn/ui
Backend
Supabase Edge Functions + OpenAI GPT for NLP
Database
Supabase Postgres
Auth
Supabase Auth
Payments
Stripe
Hosting
Vercel
Additional Tools
Clerk for IdP syncWebhooks

Build Timeline

Week 1: Auth and core UI

40h
  • Onboarding
  • NLP editor MVP
  • Policy storage

Week 2: Compiler and simulator

40h
  • NLP to rules compilation
  • Simulator

Week 3: Agents and scanner

35h
  • Agent deployer
  • Violation reporting
  • Dashboard

Week 4: Integrations and payments

30h
  • IdP sync
  • Stripe
  • Polish

Week 5: Nice-to-haves

25h
  • Exports
  • Collaboration

Week 6: Testing and launch prep

20h
  • E2E tests
  • Landing
Total Timeline: 6 weeks • 240 hours

Pricing Tiers

Free

$0/mo

100 scans/mo

  • 5 policies
  • 1 agent
  • Basic dashboard

Pro

$25/mo
  • 50 policies
  • 5 agents
  • IdP sync
  • Unlimited scans

Enterprise

$99/mo
  • Unlimited
  • Custom NLP models
  • API access

Revenue Projections

MonthUsersConversionMRRARR
Month 11501.5%$56$675
Month 61,0003.5%$875$10,500

Unit Economics

$35
CAC
$500
LTV
6%
Churn
90%
Margin
LTV:CAC Ratio: 14.3xExcellent!

Landing Page Copy

AI Policies in Plain English

Secure enterprise AI with natural language rules – no devs required

Feature Highlights

English-to-code policy magic
Agent-based monitoring
Auto-role sync
Violation triage
Compliance at speed

Social Proof (Placeholders)

"'Policies in minutes, not days' – CISO, Tech Corp"
"'Transformed our AI governance' – Admin Team"

First Three Customers

Target LinkedIn posts in AI security groups, offer free Pro for policy audits. Email outreach to 50 admins from Gartner Magic Quadrant lists. Host Twitter Space on AI policy pains with live demos.

Launch Channels

Product Huntr/MachineLearningLinkedInIndie Hackers

SEO Keywords

natural language AI policiesenterprise AI policy managementAI access control dashboardIdP synced AI permissionsNLP security policies

Competitive Analysis

OPA Gatekeeper

open-policy-agent.org
Free/open source
Strength

Flexible rego lang

Weakness

Requires coding expertise

Our Advantage

No-code NLP interface

Enterprise
Strength

OPA hosting

Weakness

Complex setup

Our Advantage

AI-specific, instant NLP

🏰 Moat Strategy

Proprietary NLP compiler dataset from user policies

⏰ Why Now?

Enterprises adopting agentic AI need dynamic policies beyond static RBAC

Risks & Mitigation

technicalhigh severity

NLP accuracy failures

Mitigation

Human review fallback + fine-tuning

marketmedium severity

DevSecOps prefer code

Mitigation

Export to OPA

Validation Roadmap

pre-build5 days

Validate NLP with 20 policy examples

Success: 90% accuracy

mvp14 days

Beta test with 3 teams

Success: Daily active usage

Pivot Options

  • General NLP policy tool
  • Focus on cloud IAM
  • Agent-only monitoring

Quick Stats

Build Time
240h
Target MRR (6 mo)
$4,000
Market Size
$3000.0M
Features
9
Database Tables
5
API Endpoints
4