Live agent queries mean a real person asked an AI about your company right now. Crawler queries mean AI platforms are indexing your data for future questions.
| AI Platform | Total | Live Users | Crawlers | |
|---|---|---|---|---|
| Claude (Anthropic) | 7 | — | 7 | |
| ChatGPT / GPT | 5 | — | 5 |
Web browser visits and direct API calls — not counted as AI agent activity.
When someone asks an AI about your company, these are the data points it retrieves:
How L compares to other companies in your industry (SIC 6331):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | WRB — BERKLEY W R CORP | 71 | |
| 2 | PRA — PROASSURANCE CORP | 67 | |
| 3 | HIPO — Hippo Holdings Inc. | 66 | |
| 4 | AIG — AMERICAN INTERNATIONAL GROUP, | 66 | |
| 5 | ROOT — Root, Inc. | 64 | |
| 6 | ACGL — ARCH CAPITAL GROUP LTD. | 64 | |
| 7 | HG — Hamilton Insurance Group, Ltd. | 63 | |
| 8 | WTM — WHITE MOUNTAINS INSURANCE GROU | 61 | |
| 9 | PGR — PROGRESSIVE CORP/OH/ | 60 | |
| 10 | RNR — RENAISSANCERE HOLDINGS LTD | 59 |
Patterns detected in L's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| strategic event | 100/100 | 79 |
| risk factor | 100/100 | 17 |
| capex increase | 36/100 | 2 |
| risk concentration | 24/100 | 3 |
| backlog growth | 16/100 | 2 |
| margin pressure | 16/100 | 2 |
| ai adoption | 8/100 | 1 |
| platform shift | 8/100 | 1 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 114 |
| Filings Full Text | ✓ | 5 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 19 days |
| Filing Signals | ✓ | 16 types |
IR for AI subscribers receive this report every Monday:
40 AI queries this period · 0 live agent queries · Rank #1717 in sector
Top AI platforms: Claude (Anthropic) (7), ChatGPT / GPT (5)
Most-asked: How AI-ready is their investor relations? · What's the current stock price? · When are their next earnings?
Peer ranking: #? of 10 in Fire, Marine & Casualty Insurance