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Accounts / Fern Platforms
P8Monitor
Low fit or intent; no action recommended.
64/ 100B
Scores 64/100; strong fit (35/35), technical (15/15); driven by AI/ML hiring surge, Relevant job posting, Funding round. Weak on timing, engagement.
Account fields with provenance| Field | Value | Source | Confidence |
|---|
| Industry | Developer Tools | crm_import | 95% |
| Employees | 2,436 | demo_firmographics | 96% |
| Headcount growth (12m) | 57% | — | — |
| Segment | Strategic | — | — |
| HQ | Chicago | demo_firmographics | 89% |
/ 15
Developer Tools is a core ICP industry.
Company size12 / 122,436 employees is inside the sweet spot (250–5,000).Geography8 / 8Headquartered in a primary region (NA).Intent
- AI/ML hiring surge5.9 / 109 open AI/ML roles, observed 18 days ago. Confidence 90%, strength 0.75 (typical 0.85), 45-day half-life → 59% of 10 pts.
- Relevant job posting3.2 / 6Posted: ML Platform Engineer (LLM Ops), observed 20 days ago. Confidence 85%, strength 0.65 (typical 0.65), 30-day half-life → 53% of 6 pts.
Timing
- Funding round1.7 / 7Raised $154M Series D, observed 173 days ago. Confidence 94%, strength 0.90 (typical 0.90), 90-day half-life → 25% of 7 pts.
- Headcount growth3 / 3Headcount grew 57% in 12 months: rapid scaling.
Technical
- AI/ML team6 / 6AI/ML org of ~62 engineers (≥50): mature buyer.
- LLM stack6 / 6Runs 4 LLM-stack technologies: MLflow, Pinecone, Ray, pgvector.
- Platform maturity3 / 3Production platform maturity: AWS SageMaker, Datadog, Kafka.
Engagement
- Sales engagement0 / 5No two-way sales engagement in the last 90 days.
- Website engagement0.3 / 1Visited docs and blog, observed 11 days ago. Confidence 60%, strength 0.30 (typical 0.30), 14-day half-life → 34% of 1 pts.
| Funding stage | Series D+ | demo_firmographics | 91% |
| AI/ML team | 62 | demo_hiring | 94% |
| Tech stack | AWS SageMakerDatadogKafkaMLflowPineconeRayReactRedisStripepgvector | 88% |
Last enriched Aug 28, 2026 · record source demo_seed:clay_table
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
AI Hiring Surge9 open AI/ML roles19d ago
9 open AI/ML engineering roles, up 76% in 60 days (DEMO job-postings index).
demo_signal_feed · confidence 90% · strength 0.75 · demo
Job PostingPosted: ML Platform Engineer (LLM Ops)20d ago
Job posting 'ML Platform Engineer (LLM Ops)' mentions evaluation and reliability of LLM systems (DEMO).
demo_signal_feed · confidence 85% · strength 0.65 · demo
Funding RoundRaised $154M Series DApr 28, 2026
Fern Platforms raised a $154M Series D led by Harbor Ridge Ventures (fictional investor, DEMO feed).
demo_signal_feed · confidence 94% · strength 0.90 · demo