Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
Ember IO · GTMOSP3Enrich missing firmographics
Missing employee count or industry makes the fit score unreliable.
17/ 100D
Scores 17/100; driven by Relevant job posting, Integration activated, Product signup. Weak on fit, intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Missing | — | — |
| Employees | 76 | crm_import | 93% |
| Headcount growth (12m) | -7% | — | — |
| Segment | SMB | — | — |
| HQ | Paris | demo_webscan | 66% |
| Region | EMEA |
Industry unknown. Enrichment needed before this can score.
Company size1.8 / 1276 employees is below the target range.Geography4 / 8Headquartered in a secondary region (EMEA).Intent
- Relevant job posting3.6 / 6Posted: Staff Engineer, LLM Evaluation, observed 14 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 61% of 6 pts.
Timing
- Headcount growth0 / 3Flat or shrinking headcount (-7%).
Technical
- AI/ML team1.5 / 6Small AI/ML team (~2); may not feel reliability pain yet.
- LLM stack6 / 6Runs 5 LLM-stack technologies: LangChain, OpenAI, Weaviate, pgvector, vLLM.
- Platform maturity0 / 3No production data/infra platform detected.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
- Product signup0.1 / 2Created a free Sentinel workspace, observed 114 days ago. Confidence 97%, strength 0.60 (typical 0.60), 30-day half-life → 7% of 2 pts.
- Integration activated0.2 / 2Connected a production integration, observed 107 days ago. Confidence 97%, strength 0.80 (typical 0.80), 30-day half-life → 8% of 2 pts.
| Funding stage | Series A | crm_import | 67% |
| AI/ML team | 2 | demo_hiring | 82% |
| Tech stack | HubSpotLangChainOpenAIRedisStripeWeaviatepgvectorvLLM | 87% |
Last enriched May 9, 2026 · record source demo_seed:crm_backfill
Job PostingPosted: Staff Engineer, LLM Evaluation15d ago
Job posting 'Staff Engineer, LLM Evaluation' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo
Integration ActivatedConnected a production integrationJul 3, 2026
Connected the tracing SDK to a production model provider.
posthog · confidence 97% · strength 0.80 · demo
Product SignupCreated a free Sentinel workspaceJun 26, 2026
Alex Ueda (ML Platform Lead) created a free workspace (product event 'workspace_created').
posthog · confidence 97% · strength 0.60 · demo