Audn.AI
Audn automates external black-box penetration testing for AI companies and enterprises. Existing cyber models are trained mostly on open-source data, while the highest-risk vulnerabilities now sit in closed-source production systems like binaries, public endpoints, network misconfigurations, AI behaviours. We have early pentester usage and a paid pilot with a YC S25 voice AI startup that generated revenue tied to a retailer contract.
AI · Founded 2025 · United Kingdom
- AI
- Security
- SaaS
- Analytics
Can you vibecode this?
Kinda
The agentic red-team loop, orchestrator, and per-tenant model retraining pipeline are all buildable code — but training and serving abliterated frontier models on H100/B300 clusters, plus the continual fine-tuning infrastructure, is months of serious ML engineering, not a few weeks.
The business
Total revenueEstimated from public sources and the business’s own reporting, not independently verified.
$25K+
Verified recently
Monthly revenueEstimated from public sources and the business’s own reporting, not independently verified.
$8K+/mo
↑ Growing · 60-day average
Peak month
~$15K
Best single month
Growth
~10.5×
Early months vs recent
For owners
Own Audn.AI? List it for sale.
Founders read this page looking for a business to build like your $8K+/mo one — some would rather buy one that already works. They skip the line, you get a clean exit. $25 one-time, no commission.
Why it works
Value proposition
Continuously finds and proves exploits in AI agents before attackers do.
Problem
AI agents ship with untested attack surfaces that audits miss between cycles.
Audience
Teams shipping AI agents, security professionals and enterprise CISOs.
Business model
Monthly subscriptions per model tier plus pay-as-you-go token billing for API access.
Can you vibecode this?
Kinda
The agentic red-team loop, orchestrator, and per-tenant model retraining pipeline are all buildable code — but training and serving abliterated frontier models on H100/B300 clusters, plus the continual fine-tuning infrastructure, is months of serious ML engineering, not a few weeks.
Moat
- Proprietary data
- Proprietary technology & IP
- Switching costs
Why people pay Audn.AI
Audn's models are fine-tuned on real pentester sessions from 50 operators, data a fresh copy cannot replicate. Their abliteration method and closed adapter are built on that corpus. Customers running continuous regressions accumulate scoped history and integrations a new vendor starts without.
Product complexity
HighThe product is an autonomous red-team and blue-team AI loop with per-tenant model retraining and sandboxed exploit execution.
Data
HighThe attack models are fine-tuned on real pentester sessions and proprietary exploit corpora that Audn has built over time.
Integrations & infrastructure
ModeratePenClaw operates over Signal, Slack, Discord, Telegram and WhatsApp, each connected via their public APIs.
Human operations
LowThe platform is designed to run autonomously without human operators in the loop.
Regulation / hardware
HighUncensored offensive-security models require government KYC identity checks before access is granted to any user.
Build this business
Use the build specification below with any AI coding tool, or build it directly with Leapd.
Build This with Leapd →Leapd builds
- Web app with red-team dashboard, attack loop, per-tenant model management and audit logs
- Subscriptions per model tier and pay-as-you-go token billing with Stripe
- Signal, Slack, Discord, Telegram and WhatsApp connections
- A landing page
Leapd runs
- Cold email outreach to potential customers
- Meta ads
- LinkedIn and X posts
- SEO and AI-search visibility
- A daily report of what shipped
Opportunity check
- Passes: Proven market: $8K+/mo already paid for it
- Passes: Proven model: Monthly subscription per model tier; pay-as-you-go by token for API access
- Passes: Proven demand: 300+ visitors a month
- Partly: Buildable: Leapd builds the product; the rest is months of work, or an approval you hold
Build a web app that sells autonomous AI penetration-testing as a subscription and pay-as-you-go API service, with KYC-gated access to uncensored offensive-security models.
Product:
- Customer dashboard showing active attack loops, recon status, exploit findings and patch status per AI agent in scope
- Red-team and blue-team loop: automated adversarial attack generation, finding classification, CVSS scoring and patch suggestions mapped to OWASP, NIST and EU AI Act
- Per-tenant model management: customers choose which Pingu model tier powers their engagement and configure whether their traffic contributes to shared weight updates
- Audit log per step, recon, payload choice, execution, interpretation, each independently inspectable and replayable
- API platform with org-scoped keys and OpenAI-compatible endpoints for direct access to the validation engine
- Government KYC identity verification gate required before any uncensored model access is granted
- Free tier for vetted researchers with access to the base Pingu 10 model
Billing:
- Monthly subscriptions per model tier (KONG and Pingu 10 at one price, GODZILLA and Necromicon as add-ons) plus pay-as-you-go token billing for API usage, charged with Stripe
Integrations:
- Signal, Slack, Discord, Telegram and WhatsApp connected via their APIs with the customer's own credentials, used to operate the PenClaw pentest agent and receive scored reports
Business details
- Founded
August 2025
1 year in business
- Country
United Kingdom
- Audience
B2BSells to businesses
- Tech stack
- Domain ratingStrength of the website's backlink profile, from 0 to 100.
12 / 100
050100
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Questions
How much revenue does Audn.AI make?
Audn.AI has made $25K+ in revenue to date and brings in $8K+/mo, with its best month around $15K.
How does Audn.AI make money?
Audn.AI sells access to its autonomous penetration-testing platform through monthly model-tier subscriptions and pay-as-you-go token billing on its API.
Is Audn.AI growing?
Yes. Revenue has been rising over the last 3 months. Since its early months, monthly revenue has grown about 10.5×.
Can you vibecode a business like Audn.AI?
Kinda, with Leapd. It builds the product, then helps you find customers with outreach, ads and SEO. See the build spec →
Ready to build it?
The market is proven. The opportunity is real. Build your version with Leapd.
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