Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P8Monitor
Low fit or intent; no action recommended.
62/ 100B
Scores 62/100; strong fit (31/35), technical (12.6/15); driven by AI product launch, Funding round, Technology adoption. Weak on intent, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Data Infrastructure | demo_webscan | 90% |
| Employees | 460 | demo_firmographics | 94% |
| Headcount growth (12m) | 51% | — | — |
| Segment | Mid-Market | — | — |
| HQ | London | demo_firmographics | 90% |
/ 15
Data Infrastructure is a core ICP industry.
Company size12 / 12460 employees is inside the sweet spot (250–5,000).Geography4 / 8Headquartered in a secondary region (EMEA).Intent
- AI product launch5.2 / 9Launched Ledger Answers, observed 32 days ago. Confidence 84%, strength 0.80 (typical 0.80), 60-day half-life → 58% of 9 pts.
- Technology adoption3.1 / 5Adopted LangChain, observed 22 days ago. Confidence 75%, strength 0.60 (typical 0.60), 90-day half-life → 63% of 5 pts.
Timing
- Funding round4.8 / 7Raised $50M Series B, observed 44 days ago. Confidence 97%, strength 0.90 (typical 0.90), 90-day half-life → 69% of 7 pts.
- Headcount growth3 / 3Headcount grew 51% in 12 months: rapid scaling.
Technical
- AI/ML team3.6 / 6AI/ML org of ~41 engineers: meaningful but still growing.
- LLM stack6 / 6Runs 5 LLM-stack technologies: Anthropic, LangChain, OpenAI, Weights & Biases, vLLM.
- Platform maturity3 / 3Production platform maturity: AWS SageMaker, Datadog, Kafka, Kubernetes.
Engagement
- Sales engagement2.5 / 51 repl(ies) in the last 90 days (not yet positive).
- Website engagement0.1 / 1Visited docs and blog, observed 44 days ago. Confidence 60%, strength 0.30 (typical 0.30), 14-day half-life → 7% of 1 pts.
| Funding stage | Series B | crm_import | 91% |
| AI/ML team | 41 | demo_hiring | 72% |
| Tech stack | AWS SageMakerAnthropicDatadogHubSpotKafkaKubernetesLangChainOpenAIPostgreSQLSalesforceWeights & BiasesvLLM | 88% |
Last enriched Aug 29, 2026 · record source demo_seed:list_import
Tech AdoptionAdopted LangChain23d ago
Technographic scan detected LangChain in Ledger Logic's stack (DEMO).
demo_signal_feed · confidence 75% · strength 0.60 · demo
AI Product LaunchLaunched Ledger Answers32d ago
Ledger Logic launched Ledger Answers, an LLM-powered feature for customers (DEMO news feed).
demo_signal_feed · confidence 84% · strength 0.80 · demo
Website VisitVisited docs and blog44d ago
Reverse-IP matched visits to documentation and blog posts about agent evaluation (DEMO).
demo_web_analytics · confidence 60% · strength 0.30 · demo
Funding RoundRaised $50M Series BSep 4, 2026
Ledger Logic raised a $50M Series B led by Northfield Capital (fictional investor, DEMO feed).
demo_signal_feed · confidence 97% · strength 0.90 · demo