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Accounts / Ledger Systems
P8Monitor
Low fit or intent; no action recommended.
58/ 100B
Scores 58/100; strong fit (35/35), technical (12.6/15); driven by Funding round, Relevant job posting, Website engagement. Weak on intent, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Data Infrastructure | demo_firmographics | 93% |
| Employees | 449 | demo_firmographics | 92% |
| Headcount growth (12m) | 20% | — | — |
| Segment | Mid-Market | — | — |
| HQ | Toronto | crm_import | 87% |
/ 15
Data Infrastructure is a core ICP industry.
Company size12 / 12449 employees is inside the sweet spot (250–5,000).Geography8 / 8Headquartered in a primary region (NA).Intent
- Relevant job posting2.4 / 6Posted: Applied Scientist, Model Evaluation, observed 32 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 40% of 6 pts.
Timing
- Funding round6.3 / 7Raised $63M Series C, observed 7 days ago. Confidence 95%, strength 0.90 (typical 0.90), 90-day half-life → 90% of 7 pts.
- Headcount growth1.8 / 3Headcount grew 20% in 12 months.
Technical
- AI/ML team3.6 / 6AI/ML org of ~44 engineers: meaningful but still growing.
- LLM stack6 / 6Runs 4 LLM-stack technologies: Hugging Face, Ray, Weights & Biases, pgvector.
- Platform maturity3 / 3Production platform maturity: Datadog, Kafka, Snowflake.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
- Website engagement0.4 / 1Visited docs and blog, observed 6 days ago. Confidence 60%, strength 0.30 (typical 0.30), 14-day half-life → 44% of 1 pts.
| Funding stage | Series C | demo_firmographics | 93% |
| AI/ML team | 44 | demo_hiring | 65% |
| Tech stack | ArizeDatadogHugging FaceKafkaRaySalesforceSnowflakeStripeWeights & BiasesZendeskpgvector | 84% |
Last enriched Jan 24, 2026 · record source demo_seed:list_import
Website VisitVisited docs and blog6d 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 $63M Series C8d ago
Ledger Systems raised a $63M Series C led by Crescent Growth (fictional investor, DEMO feed).
demo_signal_feed · confidence 95% · strength 0.90 · demo
Job PostingPosted: Applied Scientist, Model Evaluation32d ago
Job posting 'Applied Scientist, Model Evaluation' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo