FriendlyData VS G8KEPR

G8KEPR's answer:

G8KEPR started from a simple observation: every AI security tool assumed you were fine sending your prompts to someone else's cloud to be inspected — and none of them covered the new attack surface that MCP and AI agents introduced.

So it was built the opposite way: deterministic detection that runs inside your own network, covering all four layers of the modern AI stack, with honest, reproducible benchmarks instead of marketing numbers.

G8KEPR's answer:

Most AI security tools use an LLM to judge whether input is an attack — which is slow, costs per token, and is itself jailbreakable.

G8KEPR does the opposite:

• Deterministic detection (regex + classical ML) — ~7ms, $0 per token, no LLM-as-judge
• Runs in your own VPC — zero data egress, works air-gapped
• Dedicated MCP security — deterministic tool-poisoning & rug-pull detection, with replay tests for real MCP CVEs (the part almost no one else covers)

G8KEPR's answer:

Four security layers in one platform — API Security, MCP Security, AI Gateway, and a Verification Engine — instead of stitching together separate vendors.

• Legacy gateways (Kong, Apigee) were built before LLMs, agents, and MCP existed, and charge $20k+/yr for middleware
• G8KEPR starts at $399/month with AI-native capabilities they don't offer
• Detection is deterministic and reproducible — published benchmarks, including the weak spots
• Nothing leaves your network

G8KEPR's answer:

Engineering and security teams shipping AI applications to production — anyone running LLMs, AI agents, or MCP tools.

Especially:

• Teams that can't send prompts to a third-party cloud for analysis (privacy, compliance, air-gapped)
• Teams securing the agent tool-call layer (MCP), not just the API
• Teams preparing for EU AI Act enforcement

G8KEPR's answer:

Frontend: Next.js, React, TypeScript, Tailwind CSS Backend: Python, FastAPI, PostgreSQL, Redis Detection: self-hosted classical ML (TF-IDF + logistic regression) and fine-tuned models — no hosted LLM in the detection path Billing: Stripe Deployment: Linux / nginx, containerized for VPC & self-hosted

G8KEPR's answer:

Newly launched — early access is open at g8kepr.com.