Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P8Monitor
Low fit or intent; no action recommended.
48/ 100C
Scores 48/100; strong technical (15/15); 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_firmographics | 78% |
| Employees | 1,494 | demo_firmographics | 92% |
| Headcount growth (12m) | 34% | — | — |
| Segment | Enterprise | — | — |
| HQ | Paris | demo_webscan | 94% |
Cybersecurity is an adjacent industry (half credit).
Company size12 / 121,494 employees is inside the sweet spot (250–5,000).Geography4 / 8Headquartered in a secondary region (EMEA).Intent
- AI/ML hiring surge3.9 / 1019 open AI/ML roles, observed 59 days ago. Confidence 90%, strength 0.92 (typical 0.85), 45-day half-life → 39% of 10 pts.
- Relevant job posting2.7 / 6Posted: ML Platform Engineer (LLM Ops), observed 27 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 45% of 6 pts.
Timing
- Headcount growth3 / 3Headcount grew 34% in 12 months: rapid scaling.
Technical
- AI/ML team6 / 6AI/ML org of ~99 engineers (≥50): mature buyer.
- LLM stack6 / 6Runs 3 LLM-stack technologies: LangChain, Pinecone, vLLM.
- Platform maturity3 / 3Production platform maturity: AWS SageMaker, Databricks, Kubernetes, Snowflake.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
| Funding stage | Series B | crm_import | 77% |
| AI/ML team | 99 | demo_hiring | 63% |
| Tech stack | AWS SageMakerDatabricksGitHub ActionsHubSpotKubernetesLangChainLangSmithPineconeSnowflakeStripevLLM | 62% |
Last enriched Jul 24, 2026 · record source demo_seed:clay_table
Job PostingPosted: ML Platform Engineer (LLM Ops)28d ago
Job posting 'ML Platform Engineer (LLM Ops)' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo
AI Hiring Surge19 open AI/ML rolesAug 20, 2026
19 open AI/ML engineering roles, up 176% in 60 days (DEMO job-postings index).
demo_signal_feed · confidence 90% · strength 0.92 · demo