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 | 19 | — | 19 | |
| Claude (Anthropic) | 16 | — | 16 | |
| Gemini (Google) | 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 IOSP compares to other companies in your industry (SIC 2800):
| Rank | Company | AI Queries | |
|---|---|---|---|
| 1 | BCPC — BALCHEM CORP | 115 | |
| 2 | ACNT — ASCENT INDUSTRIES CO. | 109 | |
| 3 | PRM — Perimeter Solutions, Inc. | 106 | |
| 4 | ECVT — Ecovyst Inc. | 104 | |
| 5 | HUN — Huntsman CORP | 102 | |
| 6 | CC — Chemours Co | 102 | |
| 7 | BLGO — BIOLARGO, INC. | 101 | |
| 8 | FMC — FMC CORP | 100 | |
| 9 | NGVT — Ingevity Corp | 96 | |
| 10 | IOSP — INNOSPEC INC. (you) | 93 |
Patterns detected in IOSP's latest 10-K — extracted from actual text, not AI interpretation.
| Signal | Strength | Mentions in Filing |
|---|---|---|
| risk factor | 100/100 | 51 |
| strategic event | 64/100 | 8 |
| restructuring | 56/100 | 7 |
| risk concentration | 23/100 | 1 |
| margin pressure | 16/100 | 2 |
| ai adoption | 8/100 | 1 |
| capex increase | 8/100 | 1 |
| backlog growth | 8/100 | 1 |
| Data Type | Status | Count |
|---|---|---|
| SEC Filings Indexed | ✓ | 214 |
| Filings Full Text | ✓ | 6 |
| Earnings Transcripts | ✗ | 0 |
| Extracted Facts | ✗ | 0 |
| Stock Quotes | ✓ | 19 days |
| Filing Signals | ✓ | 15 types |
IR for AI subscribers receive this report every Monday:
93 AI queries this period · 0 live agent queries · Rank #2490 in sector
Top AI platforms: ChatGPT / GPT (19), Claude (Anthropic) (16), Gemini (Google) (5)
Most-asked: How AI-ready is their investor relations? · Company overview / identity · When are their next earnings?
Peer ranking: #10 of 10 in Chemicals & Allied Products