---
license: mit
task_categories:
- text-generation
- question-answering
language:
- en
tags:
- aeo
- fine-tuning
- sft
- chatml
- eu-ai-act
- robots-txt
- telemetry
- synthetic-data
pretty_name: SFT AEO & AI Crawler Telemetry Instruction Dataset (2,100 Samples)
size_categories:
- 1K<n<10K
---

# SFT AEO & AI Crawler Telemetry Instruction Dataset (2,100 Samples)

Curated, high-precision **Supervised Fine-Tuning (SFT)** dataset containing **2,100 instruction-following pairs** formatted in standard **ChatML / OpenAI JSONL**.

Published by **[Pixel Office EU](https://pixeloffice.eu)**.

## Core Dataset Domains (2,100 Samples):
1. **Showcase Architecture & MCP Tool Specifications (780 samples):** 195 verified B2B software architectures with Model Context Protocol (MCP) schemas and sub-35ms edge latency constraints.
2. **AI Crawler Telemetry & Bot Inoculation (500 samples):** Telemetric diagnostic scenarios for 10 top web bots (*GPTBot, ClaudeBot, Amazonbot, ByteSpider, PerplexityBot, Applebot, DeepSeekBot, Baiduspider*).
3. **Regulation (EU) 2024/1689 (EU AI Act) Invariants (420 samples):** Statutory Article 50 transparency rules, dynamic cryptographic seal embeds, and PDF audit certificates.
4. **Brand Hallucination Firewall & x402 Micropayments (400 samples):** Fact Anchor inoculation rules and HTTP 402 agent payment settlement rails.

---

## Dataset Format:
Standard ChatML JSONL with `messages` structure:
```json
{
  "messages": [
    { "role": "system", "content": "You are an expert AI Optimization (AEO)..." },
    { "role": "user", "content": "How do I implement a high-converting solution for PixelProof?" },
    { "role": "assistant", "content": "### Architectural Implementation: PixelProof..." }
  ]
}
```

---

### 🚀 Production Platform
Verify live crawler telemetry and run free domain audits on **[Pixel Office Platform](https://pixeloffice.eu)**.