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 | 18 | — | 18 | |
| Claude (Anthropic) | 18 | — | 18 | |
| Gemini (Google) | 4 | — | — |
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 MSW compares to other companies in your industry (SIC 1700):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | LGN — Legence Corp. | 106 | |
| 2 | PTOS — P2 Solar, Inc. | 101 | |
| 3 | LMB — Limbach Holdings, Inc. | 101 | |
| 4 | ONAR — Onar Holding Corp | 99 | |
| 5 | MTRX — MATRIX SERVICE CO | 99 | |
| 6 | AGX — ARGAN INC | 98 | |
| 7 | RHNO — RHINO BITCOIN INC. | 96 | |
| 8 | BLD — TopBuild Corp | 91 | |
| 9 | ZEO — Zeo Energy Corp. | 88 | |
| 10 | BBCP — Concrete Pumping Holdings, Inc | 87 |
Patterns detected in MSW's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| risk concentration | 100/100 | 1 |
| risk factor | 100/100 | 59 |
| strategic event | 100/100 | 18 |
| platform shift | 58/100 | 6 |
| ai adoption | 16/100 | 2 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 23 |
| Filings Full Text | ✓ | 2 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 17 days |
| Filing Signals | ✓ | 5 types |
IR for AI subscribers receive this report every Monday:
81 AI queries this period · 0 live agent queries · Rank #4620 in sector
Top AI platforms: ChatGPT / GPT (18), Claude (Anthropic) (18), Gemini (Google) (4)
Most-asked: How AI-ready is their investor relations? · Company overview / identity · Show me their SEC filings
Peer ranking: #? of 10 in Construction - Special Trade Contractors