Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P8Monitor
Low fit or intent; no action recommended.
42/ 100D
Scores 42/100; strong fit (27.5/35); driven by Technology adoption, Relevant job posting. Weak on intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Healthtech | demo_firmographics | 73% |
| Employees | 862 | demo_webscan | 92% |
| Headcount growth (12m) | 21% | — | — |
| Segment | Enterprise | — | — |
| HQ | Seattle | crm_import | 90% |
/ 15
Healthtech is an adjacent industry (half credit).
Company size12 / 12862 employees is inside the sweet spot (250–5,000).Geography8 / 8Headquartered in a primary region (NA).Intent
- Relevant job posting1.5 / 6Posted: AI Reliability Engineer, observed 53 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 25% of 6 pts.
- Technology adoption3.0 / 5Adopted vLLM, observed 31 days ago. Confidence 75%, strength 0.60 (typical 0.60), 90-day half-life → 59% of 5 pts.
Timing
- Headcount growth1.8 / 3Headcount grew 21% in 12 months.
Technical
- AI/ML team1.5 / 6Small AI/ML team (~8); may not feel reliability pain yet.
- LLM stack4.2 / 6Runs 2 LLM-stack technologies: MLflow, vLLM.
- Platform maturity3 / 3Production platform maturity: Databricks, Kubernetes, Terraform, Vertex AI.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
| Funding stage | Series B | crm_import | 73% |
| AI/ML team | 8 | demo_hiring | 80% |
| Tech stack | DatabricksHubSpotKubernetesMLflowSalesforceSegmentTerraformVertex AIvLLM | 83% |
Last enriched May 27, 2026 · record source demo_seed:crm_backfill
Tech AdoptionAdopted vLLM32d ago
Technographic scan detected vLLM in Arc IO's stack (DEMO).
demo_signal_feed · confidence 75% · strength 0.60 · demo
Job PostingPosted: AI Reliability EngineerAug 26, 2026
Job posting 'AI Reliability Engineer' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo