Skip to contentDEMOSynthetic demo dataCRM simulatedAI deterministic demo modeNo external messages are ever sent
P8Monitor
Low fit or intent; no action recommended.
51/ 100C
Scores 51/100; strong technical (10.5/15); driven by AI product launch, Funding round, Relevant job posting. Weak on engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Fintech | crm_import | 81% |
| Employees | 106 | demo_webscan | 84% |
| Headcount growth (12m) | 22% | — | — |
| Segment | Mid-Market | — | — |
| HQ | San Francisco | crm_import | 90% |
|
/ 15
Fintech is an adjacent industry (half credit).
Company size7.8 / 12106 employees is within the target range (100–10,000) but outside the sweet spot.Geography8 / 8Headquartered in a primary region (NA).Intent
- AI product launch6.1 / 9Launched Topaz Copilot, observed 16 days ago. Confidence 82%, strength 0.80 (typical 0.80), 60-day half-life → 68% of 9 pts.
- Relevant job posting3.4 / 6Posted: Senior Engineer, Agent Infrastructure, observed 17 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 57% of 6 pts.
Timing
- Funding round5.5 / 7Raised $34M Series B, observed 18 days ago. Confidence 90%, strength 0.90 (typical 0.90), 90-day half-life → 78% of 7 pts.
- Headcount growth1.8 / 3Headcount grew 22% in 12 months.
Technical
- AI/ML team1.5 / 6Small AI/ML team (~7); may not feel reliability pain yet.
- LLM stack6 / 6Runs 4 LLM-stack technologies: Hugging Face, LlamaIndex, Pinecone, Weights & Biases.
- Platform maturity3 / 3Production platform maturity: Databricks, Snowflake.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
| Funding stage | Series A | crm_import | 89% |
| AI/ML team | 7 | demo_hiring | 67% |
| Tech stack | DatabricksGitHub ActionsHugging FaceLlamaIndexOktaPineconeSalesforceSnowflakeWeights & Biases | 81% |
Last enriched 39d ago · record source demo_seed:clay_table
AI Product LaunchLaunched Topaz Copilot16d ago
Topaz Stack launched Topaz Copilot, an LLM-powered feature for customers (DEMO news feed).
demo_signal_feed · confidence 82% · strength 0.80 · demo
Job PostingPosted: Senior Engineer, Agent Infrastructure18d ago
Job posting 'Senior Engineer, Agent Infrastructure' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo
Funding RoundRaised $34M Series B19d ago
Topaz Stack raised a $34M Series B led by Summit Peak Capital (fictional investor, DEMO feed).
demo_signal_feed · confidence 90% · strength 0.90 · demo