Engineer your Telemetry for AI

Stop wasting your model’s context window on noise. Transform raw logs into enriched, structured, and compliant datasets built for RAG and Fine-Tuning.

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Why Raw Telemetry is not AI-Ready

  • The Context Gap

    Hallucination Risk
    LLMs fail without metadata. A raw error log tells the model what broke, but not who owns it or what changed recently. Without this causality, AI is just guessing.

  • The Noise Penalty

    Wasted Compute
    90% of your telemetry is repetitive "keep-alive" chatter. Feeding this noise into your model wastes expensive context windows and dilutes the signals that actually matter.

  • The Integrity Risk

    Model Instability
    Models fail on gaps and nulls. Missing metrics look like "zeros" to AI, triggering false anomaly alerts. Furthermore, messy schemas break vector ingestion pipelines.

The Signal-to-Structure Protocol

DataForces ingests raw, messy streams and instantly transforms them into context-rich, compliant assets.

🔴 Raw Log (WinEvent)
LogName=Security Source=Microsoft-Windows-Security-Auditing EventID=4625 Task=12544 Opcode=Info Level=0 Keywords=Audit Failure... Account Name: Administrator | Failure Reason: %%2313 | Caller Process Name: C:\Windows\System32\svchost.exe
→
🟡 Purified
"event_id": 4625,
"event_name": "Logon_Failure",
"user": "Administrator",
"reason_code": "0xC000006D",
"source_ip": "192.168.1.15"
→
🟢 AI-Ready Asset
READY
"event_id": 4625,
"event_name": "Logon_Failure",
"user": "Administrator",
"reason_code": "0xC000006D",
"source_ip": "192.168.1.15",

// Context Injected
"context_enrichment": {
  "threat_type": "Brute_Force",
  "risk_level": "CRITICAL",
  "mitre_attack_id": "T1110",
  "human_readable_summary": "Admin account failed login 50 times in 10 seconds from external IP." },
}
"rag_metadata": {
  "embedding_ready": "true",
  "token_count": "45",
}

The Bridge Between Infrastructure and Inference

A transparent, high-performance refining layer that sits between your raw telemetry and your AI models.

Stop Feeding Your AI Garbage.

You’ve seen the protocol. DataForces transforms raw noise into the structured fuel your autonomous agents need. Deploy your first pipeline in minutes.

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