Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P8Monitor
Low fit or intent; no action recommended.
36/ 100D
Scores 36/100; strong technical (10.5/15); driven by Executive hire, Relevant job posting, Website engagement. Weak on intent, timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Fintech | demo_firmographics | 75% |
| Employees | 48 | demo_firmographics | 78% |
| Headcount growth (12m) | 1% | — | — |
| Segment | SMB | — | — |
| HQ | Austin | demo_firmographics | 84% |
/ 15
Fintech is an adjacent industry (half credit).
Company size1.8 / 1248 employees is below the target range.Geography8 / 8Headquartered in a primary region (NA).Intent
- Relevant job posting4.0 / 6Posted: AI Reliability Engineer, observed 10 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 66% of 6 pts.
Timing
- Executive hire4.3 / 5Hired Ben Kowalski as VP Engineering, observed 5 days ago. Confidence 88%, strength 0.75 (typical 0.75), 120-day half-life → 85% of 5 pts.
- Headcount growth0 / 3Flat or shrinking headcount (1%).
Technical
- AI/ML team1.5 / 6Small AI/ML team (~3); may not feel reliability pain yet.
- LLM stack6 / 6Runs 4 LLM-stack technologies: LangChain, LlamaIndex, MLflow, OpenAI.
- Platform maturity3 / 3Production platform maturity: Databricks, Snowflake.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
- Website engagement0.3 / 1Visited docs and blog, observed 12 days ago. Confidence 60%, strength 0.30 (typical 0.30), 14-day half-life → 32% of 1 pts.
| Funding stage | Seed | crm_import | 83% |
| AI/ML team | 3 | demo_hiring | 70% |
| Tech stack | ArizeDatabricksLangChainLlamaIndexMLflowOpenAIPostgreSQLRedisSalesforceSnowflake | 64% |
Last enriched May 28, 2026 · record source demo_seed:crm_backfill
Executive HireHired Ben Kowalski as VP Engineering5d ago
Ben Kowalski joined Meridian Pay as VP Engineering (DEMO people-movement feed).
demo_signal_feed · confidence 88% · strength 0.75 · demo
Job PostingPosted: AI Reliability Engineer11d ago
Job posting 'AI Reliability Engineer' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo
Website VisitVisited docs and blog13d ago
Reverse-IP matched visits to documentation and blog posts about agent evaluation (DEMO).
demo_web_analytics · confidence 60% · strength 0.30 · demo