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P8Monitor
Low fit or intent; no action recommended.
57/ 100C
Scores 57/100; strong fit (30.8/35), technical (12.6/15); driven by Relevant job posting, Funding round, Technology adoption. Weak on intent, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Data Infrastructure | demo_firmographics | 68% |
| Employees | 135 | demo_webscan | 94% |
| Headcount growth (12m) | 26% | — | — |
| Segment | Mid-Market | — | — |
| HQ | Denver | crm_import | 90% |
/ 15
Data Infrastructure is a core ICP industry.
Company size7.8 / 12135 employees is within the target range (100–10,000) but outside the sweet spot.Geography8 / 8Headquartered in a primary region (NA).Intent
- Relevant job posting4.0 / 6Posted: Applied Scientist, Model Evaluation, observed 10 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 67% of 6 pts.
- Technology adoption3.1 / 5Adopted vLLM, observed 26 days ago. Confidence 75%, strength 0.60 (typical 0.60), 90-day half-life → 61% of 5 pts.
Timing
- Funding round3.7 / 7Raised $59M Series B, observed 77 days ago. Confidence 96%, strength 0.90 (typical 0.90), 90-day half-life → 53% of 7 pts.
- Headcount growth1.8 / 3Headcount grew 26% in 12 months.
- Expansion0.7 / 2Opened Toronto office, observed 140 days ago. Confidence 80%, strength 0.50 (typical 0.50), 120-day half-life → 36% of 2 pts.
Technical
- AI/ML team3.6 / 6AI/ML org of ~11 engineers: meaningful but still growing.
- LLM stack6 / 6Runs 6 LLM-stack technologies: Hugging Face, OpenAI, Pinecone, Ray, pgvector, vLLM.
- Platform maturity3 / 3Production platform maturity: Datadog, Kafka, Snowflake, Vertex AI.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
- Website engagement0.4 / 1Visited docs and blog, observed 12 days ago (+1 more). Confidence 60%, strength 0.30 (typical 0.30), 14-day half-life → 40% of 1 pts.
| Funding stage | Series B | demo_webscan | 85% |
| AI/ML team | 11 | demo_hiring | 64% |
| Tech stack | DatadogHubSpotHugging FaceKafkaOpenAIPineconeRayReactSnowflakeVertex AIZendeskpgvectorvLLM | 80% |
Last enriched Jun 17, 2026 · record source demo_seed:clay_table
Job PostingPosted: Applied Scientist, Model Evaluation11d ago
Job posting 'Applied Scientist, Model Evaluation' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo
Website VisitVisited docs and blog12d ago
Reverse-IP matched visits to documentation and blog posts about agent evaluation (DEMO).
demo_web_analytics · confidence 60% · strength 0.30 · demo
Website VisitVisited docs and blog15d ago
Reverse-IP matched visits to documentation and blog posts about agent evaluation (DEMO).
demo_web_analytics · confidence 60% · strength 0.30 · demo
Tech AdoptionAdopted vLLM26d ago
Technographic scan detected vLLM in Fern IO's stack (DEMO).
demo_signal_feed · confidence 75% · strength 0.60 · demo
Funding RoundRaised $59M Series BAug 2, 2026
Fern IO raised a $59M Series B led by Harbor Ridge Ventures (fictional investor, DEMO feed).
demo_signal_feed · confidence 96% · strength 0.90 · demo