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) | 2 | — | 2 |
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 HMH compares to other companies in your industry (SIC 3533):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | QSEP — QS Energy, Inc. | 27 | |
| 2 | WFRD — Weatherford International plc | 23 | |
| 3 | NOV — NOV Inc. | 23 | |
| 4 | KLNG — Koil Energy Solutions, Inc. | 23 | |
| 5 | OIS — OIL STATES INTERNATIONAL, INC | 22 | |
| 6 | DTI — Drilling Tools International C | 22 | |
| 7 | DNOW — DNOW Inc. | 22 | |
| 8 | INVX — Innovex International, Inc. | 21 | |
| 9 | GPUS — Hyperscale Data, Inc. | 21 | |
| 10 | FTI — TechnipFMC plc | 21 |
Patterns detected in HMH's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| risk concentration | 100/100 | 4 |
| risk factor | 100/100 | 82 |
| strategic event | 100/100 | 67 |
| platform shift | 95/100 | 5 |
| margin pressure | 88/100 | 11 |
| ai adoption | 64/100 | 8 |
| restructuring | 48/100 | 6 |
| capex increase | 24/100 | 3 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 13 |
| Filings Full Text | ✓ | 3 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 16 days |
| Filing Signals | ✓ | 18 types |
IR for AI subscribers receive this report every Monday:
8 AI queries this period · 0 live agent queries · Rank #3900 in sector
Top AI platforms: Claude (Anthropic) (2)
Most-asked: How AI-ready is their investor relations? · What's the current stock price?
Peer ranking: #? of 10 in Oil & Gas Field Machinery & Equipment