LinkedIn Comment Signals

{
  "signal_id": "f40afdf7-bd1f-4362-8dee-78b75aced2b7",
  "signal_type": "linkedin-comment",
  "signal_subtype": "linkedinPostComment",
  "detected_at": "2026-06-23T13: 56: 54.841Z",
  "association": "contact",
  "contact": {
    "first_name": "Ryan",
    "last_name": "Kovacs",
    "full_name": "Ryan Kovacs",
    "email": "ryan.kovacs@databricks.com",  // match on email
    "job_title": "VP of Data Engineering",
    "linkedin_url": "https://www.linkedin.com/in/ryankovacs"  // or match on LinkedIn URL
  },
  "company": {
    "name": "Databricks",
    "domain": "databricks.com",  // match on domain
    "linkedin_url": "https://www.linkedin.com/company/databricks",
    "industries": ["Software Development"],
    "employee_count_low": 5001,
    "employee_count_high": 10000
  },
  "data": {
    "comment_summary": "Commenter argues ML inference observability lags traditional services; team is building the layer in-house.",
    "comment_text": "Observability for ML inference pipelines is still five years behind where we are with traditional services. We're investing heavily in building that layer internally because nothing on the market handles the throughput and cost attribution we need at scale.",
    "comment_url": "https://www.linkedin.com/feed/update/urn:li:activity: 7412575850081996801",
    "comment_num_likes": 18,
    "comment_num_comments": 3,
    "comment_intent": "insight",  // question, disagreement, insight, recommendation, ...
    "signal_quality": 0.9,
    "relationship_context": {
      "inferred_relationship": "industry_peer",
      "confidence": 0.7
    },
    "pain_points": [
      { "topic": "ML inference observability gaps at scale", "intensity": 0.8 }
    ],
    "initiatives": [
      { "topic": "building in-house inference monitoring layer", "urgency": 0.8 }
    ],
    "technologies_mentioned": [],
    "parent_post": {
      "post_summary": "Head of AI infrastructure discusses observability gaps in production ML systems.",
      "num_likes": 212,
      "num_comments": 34,
      "poster_name": "Kevin Tran",
      "poster_job_title": "Head of AI Infrastructure"
    }
  }
}