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arXiv cs.AI
6/10

RedTeam Lens for Customer-Facing AI

A vulnerability scanner that stress-tests your company's customer-facing AI assistant (chatbot, support agent, in-app copilot) against jailbreak and prompt-injection attacks, then explains in plain English which user inputs are bypassing safety filters and why.

Target user

Head of AI / Trust & Safety lead at mid-market companies deploying customer-facing LLM chatbots

Features
  • Continuous adversarial prompt testing against your deployed AI endpoint, mapped to a severity score
  • Plain-English diagnosis of which topics/personas break safety, with example attacker prompts to reproduce the failure
  • Safety regression alerts when a model update, prompt change, or new RAG data re-introduces a known jailbreak
  • Board-ready compliance report showing jailbreak resistance trend over time for SOC 2 / ISO audits
Why now

High-profile chatbot jailbreaks keep making news, and the EU AI Act plus enterprise procurement questionnaires are forcing companies to prove their AI is robust, not just 'it has a system prompt.'

Signals · overall 6/10
Demand
7/10

AI Red Teaming Services market hit ~$1.27-1.43B in 2024 with strong momentum; mid-market enterprises face EU AI Act, OWASP LLM Top 10, and procurement questionnaires forcing proof of robustness.AI Red Teaming Services Market Research Report 2033AI Red Teaming: A Complete Guide to Securing AI Systems

Whitespace
4/10

At least six funded SaaS/managed scanners already target this exact wedge (FilterPrompt, Lakera Red, Mindgard, plus open-source Garak, Promptfoo, PyRIT, DeepTeam, and Praetorian's Augustus); plain-English remediation is partially commoditized.Prompt Injection Scanner: FilterPrompt vs Garak vs… | FilterPrompt LLM SecurityIntroducing Augustus: Open Source LLM Prompt Injection Tool

Monetization
6/10

Real willingness to pay confirmed: FilterPrompt starts $49/mo with enterprise plans bundling SOC 2 evidence packs, while Lakera/Mindgard run 6-8 week enterprise sales cycles implying higher ACVs in regulated industries.Prompt Injection Scanner: FilterPrompt vs Garak vs… | FilterPrompt LLM SecurityLLM Security 101: The Complete Guide (2026 Edition)

Longevity
8/10

Regulatory tailwinds (EU AI Act, NIST AI RMF, OWASP LLM Top 10) plus a continuously evolving threat catalog of jailbreaks/prompt injections make this a durable recurring-revenue category rather than a one-off.AI Red Teaming Services Market Research Report 2033LLM Jailbreaking: Enterprise Attack Vectors and Defense Playbook

Feasibility
6/10

Buildable from existing OSS (Garak probes, Promptfoo, DeepTeam, Augustus) plus an LLM judge and PDF report generator; the 'plain-English explanation' layer is modest differentiation, not deep tech.Introducing Augustus: Open Source LLM Prompt Injection ToolGitHub - confident-ai/deepteam: DeepTeam is a framework to red team

Mechanistic Interpretability of LLM Jailbreaks via Internal Attribution GraphsarXiv cs.AI · 2026-07-10 (14d ago)