Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P3Enrich missing firmographics
Missing employee count or industry makes the fit score unreliable.
38/ 100D
Scores 38/100; strong technical (12.6/15); driven by AI/ML hiring surge, Funding round. Weak on intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Missing | — | — |
| Employees | 449 | crm_import | 63% |
| Headcount growth (12m) | 26% | — | — |
| Segment | Mid-Market | — | — |
| HQ | Paris | demo_firmographics | 84% |
| Region | EMEA |
Industry unknown. Enrichment needed before this can score.
Company size12 / 12449 employees is inside the sweet spot (250–5,000).Geography4 / 8Headquartered in a secondary region (EMEA).Intent
- AI/ML hiring surge4.3 / 106 open AI/ML roles, observed 34 days ago. Confidence 90%, strength 0.70 (typical 0.85), 45-day half-life → 43% of 10 pts.
Timing
- Funding round2.9 / 7Raised $50M Series B, observed 102 days ago. Confidence 90%, strength 0.90 (typical 0.90), 90-day half-life → 41% of 7 pts.
- Headcount growth1.8 / 3Headcount grew 26% in 12 months.
Technical
- AI/ML team3.6 / 6AI/ML org of ~27 engineers: meaningful but still growing.
- LLM stack6 / 6Runs 5 LLM-stack technologies: Anthropic, MLflow, Weaviate, Weights & Biases, pgvector.
- Platform maturity3 / 3Production platform maturity: AWS SageMaker, Kubernetes, Snowflake, Vertex AI.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
| Funding stage | Series B | demo_firmographics | 94% |
| AI/ML team | 27 | demo_hiring | 85% |
| Tech stack | AWS SageMakerAnthropicGitHub ActionsKubernetesMLflowOktaRedisSnowflakeVertex AIWeaviateWeights & Biasespgvector | 72% |
Last enriched 7d ago · record source demo_seed:crm_backfill
AI Hiring Surge6 open AI/ML roles35d ago
6 open AI/ML engineering roles, up 156% in 60 days (DEMO job-postings index).
demo_signal_feed · confidence 90% · strength 0.70 · demo
Funding RoundRaised $50M Series BJul 8, 2026
Vireo AI raised a $50M Series B led by Northfield Capital (fictional investor, DEMO feed).
demo_signal_feed · confidence 90% · strength 0.90 · demo