Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P8Monitor
Low fit or intent; no action recommended.
45/ 100C
Scores 45/100; strong fit (27.5/35); driven by AI/ML hiring surge, Relevant job posting. Weak on intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Cybersecurity | demo_webscan | 92% |
| Employees | 881 | demo_firmographics | 65% |
| Headcount growth (12m) | 27% | — | — |
| Segment | Enterprise | — | — |
| HQ | San Francisco | demo_webscan | 90% |
/ 15
Cybersecurity is an adjacent industry (half credit).
Company size12 / 12881 employees is inside the sweet spot (250–5,000).Geography8 / 8Headquartered in a primary region (NA).Intent
- AI/ML hiring surge5.4 / 108 open AI/ML roles, observed 24 days ago. Confidence 90%, strength 0.73 (typical 0.85), 45-day half-life → 54% of 10 pts.
- Relevant job posting1.5 / 6Posted: ML Platform Engineer (LLM Ops), observed 53 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 25% of 6 pts.
Timing
- Headcount growth1.8 / 3Headcount grew 27% in 12 months.
Technical
- AI/ML team6 / 6AI/ML org of ~66 engineers (≥50): mature buyer.
- LLM stack0 / 6No LLM application stack detected in technographics.
- Platform maturity3 / 3Production platform maturity: AWS SageMaker, Snowflake, Terraform, Vertex AI.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
| Funding stage | Series C | demo_webscan | 79% |
| AI/ML team | 66 | demo_hiring | 87% |
| Tech stack | AWS SageMakerHubSpotPostgreSQLSegmentSnowflakeTerraformVertex AI | 65% |
Last enriched Mar 16, 2026 · record source demo_seed:list_import
AI Hiring Surge8 open AI/ML roles24d ago
8 open AI/ML engineering roles, up 119% in 60 days (DEMO job-postings index).
demo_signal_feed · confidence 90% · strength 0.73 · demo
Job PostingPosted: ML Platform Engineer (LLM Ops)Aug 26, 2026
Job posting 'ML Platform Engineer (LLM Ops)' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo