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

  • 3D illustration of a broken digital cable connection, symbolizing the need of context and metadata in raw telemetry streams before AI ingestion.

    The Context Gap

    Hallucination Risk
    Inference fails without context. A raw log captures the symptom but lacks the history, ownership, and causality required for reliable reasoning. Without metadata, your AI is flying blind.

  • Visual metaphor of a clogged data pipeline where raw rocks representing noisy logs block the flow, illustrating wasted compute resources in AI models.

    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.

  • 3D visualization of a digital pathway with missing glass tiles, representing data integrity risks and null values that break vector ingestion pipelines.

    The Integrity Risk

    Model Instability
    Models fail on gaps and nulls. Missing metrics look like "zeros" to AI, triggering false conclusions. Worse, inconsistent schemas break vector ingestion pipelines.

The Signal-to-Structure Protocol

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

🔴 Raw Windows EventLog (XML)
<System>
  <Provider Name='Microsoft-Windows-Security-Auditing' Guid='{54849625-5478-4994-a5ba-3e3b0328c30d}'/>
  <EventID>4625</EventID>
  <Version>0</Version>
  <Level>0</Level>
  <Task>12544</Task>
  <Opcode>0</Opcode>
  <Keywords>0x8010000000000000</Keywords>
  <TimeCreated SystemTime='2026-01-16T14:23:45.103488500Z'/>
  <EventRecordID>447749985</EventRecordID>
  <Correlation ActivityID='{D907C589-F5CF-0001-1D98-1B159662D501}'/>
  <Execution ProcessID='720' ThreadID='968'/>
  <Channel>Security</Channel>
  <Computer>WIN-SRV-FIN-01.corp.acme.net</Computer>
  <Security/>
</System>
<EventData>
  <Data Name='SubjectUserSid'>S-1-0-0</Data>
  <Data Name='SubjectUserName'>-</Data>
  <Data Name='SubjectDomainName'>-</Data>
  <Data Name='SubjectLogonId'>0x0</Data>
  <Data Name='TargetUserSid'>S-1-0-0</Data>
  <Data Name='TargetUserName'>j.doe_admin</Data>
  <Data Name='TargetDomainName'>CORP</Data>
  <Data Name='Status'>0xc0000234</Data>
  <Data Name='FailureReason'>%%2304</Data>
  <Data Name='SubStatus'>0x0</Data>
  <Data Name='LogonType'>3</Data>
  <Data Name='LogonProcessName'>NtLmSsp</Data>
  <Data Name='AuthenticationPackageName'>NTLM</Data>
  <Data Name='WorkstationName'>WORKSTATION-X7</Data>
  <Data Name='TransmittedServices'>-</Data>
  <Data Name='LmPackageName'>-</Data>
  <Data Name='KeyLength'>0</Data>
  <Data Name='ProcessId'>0x0</Data>
  <Data Name='ProcessName'>-</Data>
  <Data Name='IpAddress'>192.168.45.12</Data>
  <Data Name='IpPort'>54322</Data>
</EventData>
→
🟡 Purified Asset
"time": "2026-01-16T14:23:45.103Z",
"sourcetype": "WinEventLog:Security:Purified",
"event_id": 4625,
"host": "WIN-SRV-FIN-01",
"user": "j.doe_admin",
"domain": "CORP",
"src_ip": "192.168.45.12",
"src_port": 54322,
"logon_type": 3,
"status_code": "0xc0000234",
"failure_reason": "Account Locked Out",
"workstation": "WORKSTATION-X7",
"auth_process": "NtLmSsp",
"auth_package": "NTLM",
"tags": [
  "auth_failure",
  "lockout_indicator",
  "admin_account"
]
→
🟢 AI-Ready Asset
Context Enrichment
"time": 1768573425103,
"class_uid": 3002,
"class_name": "Authentication",
"status": "Failure",
"status_detail": "Account Locked Out (0xc0000234)",
"actor": {
  "user": {
    "name": "j.doe_admin",
    "domain": "CORP",
    "uid": "S-1-0-0",
    "type": "Admin",
    "email_addr": "john.doe@corp.acme.net"
  }
},
"src_endpoint": {
  "hostname": "WORKSTATION-X7",
  "ip": "192.168.45.12",
  "location": "Brussels-VPN-Pool"
},
"dst_endpoint": {
  "hostname": "WIN-SRV-FIN-01.corp.acme.net",
  "criticality": "High"
},

// CMDB & Identity Enrichment
"enrichment": {
  "identity": {
    "department": "IT Operations",
    "role": "SysAdmin",
    "is_privileged": true,
    "account_status_live": "Locked",
    "manager": "ciso@corp.acme.net",
    "last_password_reset": "2025-11-20"
  },
  "asset": {
    "function": "Finance Database",
    "owner": "Finance-IT-EU",
    "compliance_scope": ["PCI-DSS", "SOX"]
  },
  "threat_intel": {
    "ip_reputation": "Internal (VPN)",
    "geo_ip": "Belgium"
  }
},

// RAG enrichment
"rag_metadata": {
  "document_id": "evt-4625-447749985",
  "chunk_id": 1,
  "embedding_model": "text-embedding-3-small",
  "narrative_summary": "Privileged account 'j.doe_admin' failed a Network logon (Type 3) to critical asset 'WIN-SRV-FIN-01'. The account is currently locked out...",
  "tokens": 52,
  "vector_pointer": "s3://vectors/auth/2026/01/16/vec_447749985.bin"
},

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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