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) | 8 | — | 8 | |
| 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 MOLN compares to other companies in your industry (SIC 2836):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | ABOS — Acumen Pharmaceuticals, Inc. | 71 | |
| 2 | GILD — GILEAD SCIENCES, INC. | 69 | |
| 3 | AVXL — ANAVEX LIFE SCIENCES CORP. | 69 | |
| 4 | AMGN — AMGEN INC | 69 | |
| 5 | JSPR — Jasper Therapeutics, Inc. | 67 | |
| 6 | NBIX — NEUROCRINE BIOSCIENCES INC | 66 | |
| 7 | ABPO — Abpro Holdings, Inc. | 65 | |
| 8 | ZEOX — Zeo ScientifiX, Inc. | 64 | |
| 9 | VIVS — VivoSim Labs, INC. | 64 | |
| 10 | ZURA — Zura Bio Ltd | 63 |
Patterns detected in MOLN's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| ai adoption | 100/100 | 17 |
| risk factor | 100/100 | 99 |
| margin pressure | 32/100 | 4 |
| backlog growth | 8/100 | 1 |
| restructuring | 8/100 | 1 |
| platform shift | 8/100 | 1 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 65 |
| Filings Full Text | ✓ | 2 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 3 days |
| Filing Signals | ✓ | 7 types |
IR for AI subscribers receive this report every Monday:
41 AI queries this period · 0 live agent queries · Rank #4651 in sector
Top AI platforms: Claude (Anthropic) (8), ChatGPT / GPT (5)
Most-asked: How AI-ready is their investor relations? · When are their next earnings? · What's the current stock price?
Peer ranking: #? of 10 in Biological Products, (No Diagnostic Substances)