
Otterly.AI
SEMRush
Ahrefs
LLMrefs
Am I on AI
Promptwatch
Diploria AI
Profound helps brands gain visibility in AI-generated answers, optimize their presence in LLM-based answer engines, and stay competitive in the zero-click world.
AI Security Gateway
Polaxis
AgentLock
Burgus.ai
Zenity
Vault by HashiCorp
NeuralTrust.ai
Pipelock is an open source AI agent firewall and egress proxy. Inspect HTTP, MCP, and WebSocket traffic for leaks, injection, and tool poisoning.

Which is more popular?
Website, pricing, platforms and company facts side by side.
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Pipelock
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| Website | tryprofound.com | pipelab.org |
| Pricing | — | |
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What each product offers, as listed by its team.

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Overall verdict
Why this product is good
Recommended for
Overall verdict
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Profound Tutorial & Review For Beginners 2026
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External articles and on-site reviews we used to compare the two products.

Profound offers a free 7-day trial with 50 daily prompts on ChatGPT, Gemini and AI Overviews. After that it's Enterprise only, priced on a demo call, with up to 9 engines.
Say they read the public interface: Miraqo, SE Ranking, Otterly.AI, Peec AI (logged out; its add-on models run through APIs) and Profound. Semrush says its answers are "captured from real requests and not via any APIs...
Profound gives a useful way to understand how brands appear across AI search and generative platforms. The platform helps surface visibility patterns, competitor presence, and broader shifts in how AI systems...
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Stay ahead by monitoring and your content & brand across major AI Search Platforms. With Otterly.AI, you can automatically track brand mentions and website citations on Google AI Overviews/AI Mode, ChatGPT, Perplexity, Gemini, and Copilot.
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AI Security Gateway (AISG) is an AI firewall, LLM proxy & MCP Gateway that redacts 30+ PII types (text+vision), blocks prompt injections, smart-routes 600+ models, & enforces budgets —2-line integration, loop detection, zero data retention.
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All-in-one Marketing Toolkit for digital marketing professionals.
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Runtime security and governance for AI agents. Block threats, enforce policies, require human approval, control spending, and generate one-click SOC 2/GDPR/OWASP compliance reports. Free forever for one agent.
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Ahrefs is a toolset for SEO and marketing. We have tools for backlink research, organic traffic research, keyword research, content marketing & more. Give Ahrefs a try!
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AgentLock is a security gateway for AI agents: agents request, you approve on your phone. Zero-knowledge key vault, full audit trail, free plan available.
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