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) | 18 | — | 18 | |
| ChatGPT / GPT | 17 | — | 17 | |
| Gemini (Google) | 9 | — | 8 |
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 MLEC compares to other companies in your industry (SIC 2000):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | MDLZ — Mondelez International, Inc. | 153 | |
| 2 | BYND — BEYOND MEAT, INC. | 153 | |
| 3 | FLO — FLOWERS FOODS INC | 144 | |
| 4 | BGS — B&G Foods, Inc. | 130 | |
| 5 | VITL — Vital Farms, Inc. | 128 | |
| 6 | BRBR — BELLRING BRANDS, INC. | 128 | |
| 7 | CAG — CONAGRA BRANDS INC. | 126 | |
| 8 | OFRM — Once Upon a Farm, PBC | 124 | |
| 9 | BOF — BranchOut Food Inc. | 121 | |
| 10 | HAIN — HAIN CELESTIAL GROUP INC | 115 |
Patterns detected in MLEC's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| risk factor | 100/100 | 56 |
| platform shift | 60/100 | 5 |
| backlog growth | 40/100 | 5 |
| risk concentration | 33/100 | 1 |
| ai adoption | 29/100 | 3 |
| margin pressure | 24/100 | 3 |
| growth inflection | 8/100 | 1 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 60 |
| Filings Full Text | ✓ | 2 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 24 days |
| Filing Signals | ✓ | 7 types |
IR for AI subscribers receive this report every Monday:
95 AI queries this period · 0 live agent queries · Rank #2926 in sector
Top AI platforms: Claude (Anthropic) (18), ChatGPT / GPT (17), Gemini (Google) (9)
Most-asked: How AI-ready is their investor relations? · Company overview / identity · Show me their SEC filings
Peer ranking: #? of 10 in Food and Kindred Products