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Ember Cloud · GTMOSP8Monitor
Low fit or intent; no action recommended.
56/ 100C
Scores 56/100; strong fit (35/35), technical (15/15); driven by AI/ML hiring surge, Website engagement. Weak on intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | AI/ML Platforms | demo_webscan | 83% |
| Employees | 2,083 | crm_import | 82% |
| Headcount growth (12m) | 46% | — | — |
| Segment | Strategic | — | — |
| HQ | Boston | crm_import | 66% |
|
AI/ML Platforms is a core ICP industry.
Company size12 / 122,083 employees is inside the sweet spot (250–5,000).Geography8 / 8Headquartered in a primary region (NA).Intent
- AI/ML hiring surge3.2 / 1012 open AI/ML roles, observed 62 days ago. Confidence 90%, strength 0.80 (typical 0.85), 45-day half-life → 32% of 10 pts.
Timing
- Headcount growth3 / 3Headcount grew 46% in 12 months: rapid scaling.
Technical
- AI/ML team6 / 6AI/ML org of ~227 engineers (≥50): mature buyer.
- LLM stack6 / 6Runs 5 LLM-stack technologies: Anthropic, MLflow, OpenAI, Ray, vLLM.
- Platform maturity3 / 3Production platform maturity: Databricks, Kubernetes, Vertex AI.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
- Website engagement0.1 / 1Visited docs and blog, observed 33 days ago. Confidence 60%, strength 0.30 (typical 0.30), 14-day half-life → 11% of 1 pts.
| Funding stage | Public | crm_import | 78% |
| AI/ML team | 227 | demo_hiring | 67% |
| Tech stack | AnthropicDatabricksKubernetesMLflowOpenAIRaySegmentStripeVertex AIZendeskvLLM | 90% |
Last enriched — · record source demo_seed:crm_backfill
Website VisitVisited docs and blog34d ago
Reverse-IP matched visits to documentation and blog posts about agent evaluation (DEMO).
demo_web_analytics · confidence 60% · strength 0.30 · demo
AI Hiring Surge12 open AI/ML rolesAug 17, 2026
12 open AI/ML engineering roles, up 156% in 60 days (DEMO job-postings index).
demo_signal_feed · confidence 90% · strength 0.80 · demo