Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P8Monitor
Low fit or intent; no action recommended.
51/ 100C
Scores 51/100; strong fit (27.5/35), technical (13.2/15); driven by AI/ML hiring surge, Technology adoption. Weak on intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Cybersecurity | crm_import | 85% |
| Employees | 941 | demo_webscan | 81% |
| Headcount growth (12m) | 21% | — | — |
| Segment | Enterprise | — | — |
| HQ | Chicago | crm_import | 91% |
|
/ 15
Cybersecurity is an adjacent industry (half credit).
Company size12 / 12941 employees is inside the sweet spot (250–5,000).Geography8 / 8Headquartered in a primary region (NA).Intent
- AI/ML hiring surge7.1 / 105 open AI/ML roles, observed 1 day ago. Confidence 90%, strength 0.68 (typical 0.85), 45-day half-life → 71% of 10 pts.
- Technology adoption1.0 / 5Adopted Pinecone, observed 169 days ago. Confidence 75%, strength 0.60 (typical 0.60), 90-day half-life → 20% of 5 pts.
Timing
- Headcount growth1.8 / 3Headcount grew 21% in 12 months.
Technical
- AI/ML team6 / 6AI/ML org of ~54 engineers (≥50): mature buyer.
- LLM stack4.2 / 6Runs 2 LLM-stack technologies: LangChain, Pinecone.
- Platform maturity3 / 3Production platform maturity: AWS SageMaker, Databricks, Datadog, Vertex AI.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
| Funding stage | Series C | demo_webscan | 74% |
| AI/ML team | 54 | demo_hiring | 73% |
| Tech stack | AWS SageMakerDatabricksDatadogLangChainPineconeSalesforceStripeVertex AIZendesk | 68% |
Last enriched Jun 22, 2026 · record source demo_seed:clay_table
AI Hiring Surge5 open AI/ML roles1d ago
5 open AI/ML engineering roles, up 115% in 60 days (DEMO job-postings index).
demo_signal_feed · confidence 90% · strength 0.68 · demo
Tech AdoptionAdopted PineconeMay 2, 2026
Technographic scan detected Pinecone in Ledger IO's stack (DEMO).
demo_signal_feed · confidence 75% · strength 0.60 · demo