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 JLHL compares to other companies in your industry (SIC 8711):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | VSEC — VSE CORP | 45 | |
| 2 | ACM — AECOM | 41 | |
| 3 | WLDN — Willdan Group, Inc. | 38 | |
| 4 | KLYG — Kelyniam Global, Inc. | 38 | |
| 5 | MG — Mistras Group, Inc. | 34 | |
| 6 | HYOR — HyOrc Corp | 34 | |
| 7 | STN — STANTEC INC | 33 | |
| 8 | OFAL — OFA Group | 33 | |
| 9 | NGHI — Galenfeha, Inc. | 32 | |
| 10 | ACFN — ACORN ENERGY, INC. | 32 |
Patterns detected in JLHL's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| risk concentration | 100/100 | 2 |
| risk factor | 100/100 | 113 |
| platform shift | 18/100 | 1 |
| margin pressure | 16/100 | 2 |
| strategic event | 13/100 | 1 |
| ai adoption | 8/100 | 1 |
| backlog growth | 8/100 | 1 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 4 |
| Filings Full Text | ✓ | 2 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 20 days |
| Filing Signals | ✓ | 7 types |
IR for AI subscribers receive this report every Monday:
27 AI queries this period · 0 live agent queries · Rank #5839 in sector
Top AI platforms: Claude (Anthropic) (7), ChatGPT / GPT (5)
Most-asked: How AI-ready is their investor relations? · When are their next earnings? · Show me their SEC filings
Peer ranking: #? of 10 in Services-Engineering Services