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.
40/ 100D
Scores 40/100; strong technical (12.6/15); driven by Relevant job posting, AI product launch. Weak on intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Missing | — | — |
| Employees | 297 | crm_import | 74% |
| Headcount growth (12m) | 18% | — | — |
| Segment | Mid-Market | — | — |
| HQ | London | demo_webscan | 69% |
| Region | EMEA |
/ 15
Industry unknown. Enrichment needed before this can score.
Company size12 / 12297 employees is inside the sweet spot (250–5,000).Geography4 / 8Headquartered in a secondary region (EMEA).Intent
- AI product launch2.4 / 9Launched Summit Answers, observed 109 days ago. Confidence 94%, strength 0.80 (typical 0.80), 60-day half-life → 27% of 9 pts.
- Relevant job posting4.4 / 6Posted: Senior Engineer, Agent Infrastructure, observed 6 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 74% of 6 pts.
Timing
- Headcount growth1.8 / 3Headcount grew 18% in 12 months.
Technical
- AI/ML team3.6 / 6AI/ML org of ~28 engineers: meaningful but still growing.
- LLM stack6 / 6Runs 5 LLM-stack technologies: Anthropic, OpenAI, Weights & Biases, pgvector, vLLM.
- Platform maturity3 / 3Production platform maturity: Databricks, Kubernetes.
Engagement
- Sales engagement2.5 / 51 repl(ies) in the last 90 days (not yet positive).
| Funding stage | Series B | demo_webscan | 93% |
| AI/ML team | 28 | demo_hiring | 76% |
| Tech stack | AnthropicDatabricksHubSpotKubernetesOktaOpenAIReactWeights & BiasespgvectorvLLM | 77% |
Last enriched May 19, 2026 · record source demo_seed:clay_table
Job PostingPosted: Senior Engineer, Agent Infrastructure7d ago
Job posting 'Senior Engineer, Agent Infrastructure' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo
AI Product LaunchLaunched Summit AnswersJul 1, 2026
Summit AI launched Summit Answers, an LLM-powered feature for customers (DEMO news feed).
demo_signal_feed · confidence 94% · strength 0.80 · demo