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 | |
|---|---|---|---|---|
| ChatGPT / GPT | 19 | — | 19 | |
| Claude (Anthropic) | 18 | — | 18 |
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 VHI compares to other companies in your industry (SIC 2810):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | LIN — LINDE PLC | 165 | |
| 2 | APD — Air Products & Chemicals, Inc. | 150 | |
| 3 | MTX — MINERALS TECHNOLOGIES INC | 127 | |
| 4 | KRO — KRONOS WORLDWIDE INC | 121 | |
| 5 | LXFR — LUXFER HOLDINGS PLC | 119 | |
| 6 | TROX — Tronox Holdings plc | 117 | |
| 7 | NL — NL INDUSTRIES INC | 115 | |
| 8 | HGAS — Global Gas Corp | 114 | |
| 9 | LXU — LSB INDUSTRIES, INC. | 113 | |
| 10 | VHI — VALHI INC /DE/ (you) | 112 |
Patterns detected in VHI's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| strategic event | 100/100 | 56 |
| restructuring | 100/100 | 7 |
| risk factor | 100/100 | 74 |
| ai adoption | 88/100 | 11 |
| risk concentration | 53/100 | 1 |
| margin pressure | 24/100 | 3 |
| platform shift | 8/100 | 1 |
| growth inflection | 8/100 | 1 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 261 |
| Filings Full Text | ✓ | 6 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 18 days |
| Filing Signals | ✓ | 16 types |
IR for AI subscribers receive this report every Monday:
112 AI queries this period · 0 live agent queries · Rank #885 in sector
Top AI platforms: ChatGPT / GPT (19), Claude (Anthropic) (18)
Most-asked: How AI-ready is their investor relations? · Company overview / identity · Who is this company? Key people, products, competitors?
Peer ranking: #10 of 10 in Industrial Inorganic Chemicals