🔒 PROAI Advice Calibration Journal
Help knowledge workers preserve independent judgment before seeing AI advice, measure how AI changes their answers and confidence
Build an English-first tool site that helps AI chatbot and AI agent developers quickly evaluate prompt injection, indirect injection, sensitive-data exfiltration
At a glance
Differentiation Opportunity
- Product differentiation: not a security blog and not an enterprise platform, but a prompt injection checker + agent risk audit report.
Target User
Indie developers, AI SaaS founders, freelancers, agencies, RAG / MCP / customer support bot builders.
Builders who have connected AI products to external content, files, webpages, CRM, email, databases, or tool calls.
Core Function
User enters agent / chatbot information:
agent type: support bot, RAG assistant, browser agent, MCP agent, sales agent, internal assistant, custom.
sensitive data: none, customer data, internal docs, credentials-like data, financial/account data.
Differentiation
- Product differentiation: not a security blog and not an enterprise platform, but a prompt injection checker + agent risk audit report.
Primary
Security audit leads: prompt / tool permission review for AI SaaS, support bots, RAG systems, and MCP agents.
Secondary
Paid template packs: prompt injection payload pack, AI agent security checklist, Lockdown-style policy template.
8h MVP Checklist
SEO Keywords
🔒 PROHelp knowledge workers preserve independent judgment before seeing AI advice, measure how AI changes their answers and confidence
🔒 PROHelp new Roblox creators, students, teachers, and content creators turn a vague game idea into a Roblox Build / Studio Assistant-ready concept plan, prompt pack, iteration plan
🔒 PROHelp early-stage founders quickly understand how a funding round, SAFE conversion