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Team Sam

My platform analyzes private and public data to surface emerging SaaS trends, track changes in their momentum, and support investment sourcing and due diligence for venture capital and private equity firms.

Code Demo Cerebral Valley

Core trick

Embeds company descriptions with Cortex AI_EMBED and scores each against theme vectors to rank companies by fit.

Tags

finance

Description

My platform analyzes private and public data to surface emerging SaaS trends, track changes in their momentum, and support investment sourcing and due diligence for venture capital and private equity firms.
Samrdreyfuss/synth-signal-intelligence★ 00 forksPythonCreated Oct 23, 2026 · last push Oct 23, 2026

README excerpt

# synth-signal-intelligence

Signal Intelligence dashboard over a synthetic copy of the data model (`SYNTH_SIGNAL_DB`).
All data is fictional; nothing here reads from or writes to `ANALYTICS_PROD`.

## Layout

```
sql/
  01_setup_schema.sql          # database, 2 schemas, 10 tables
  02_seed_synthetic_data.sql   # deterministic synthetic data (re-runnable)
  03_evidence_views.sql        # EVIDENCE schema: unified evidence + attribution views
  04_company_profiles.sql      # theme definitions, sector profiles, company descriptions
  05_crm_on_profile.sql        # rewrites CRM note text so ~75% of mentions follow profiles
  06_derived_signals.sql       # DERIVED schema: theme/quarterly/FDE signals from CRM
  07_company_theme_fit.sql     # Cortex AI_EMBED fit + COMPANY_THEME_RELEVANCE view
  08_seed_emerging_topics.sql  # ~640 AI-written seed notes = answer key for topic detection
  09_emerging_embeddings.sql   # EMERGING schema: record feed + one embedding per distinct text
  10_emerging_clustering.sql   # CONFIG + CLUSTER_RECORDS() online clustering (Snowpark/numpy)
  11_emerging_signals.sql      # CLUSTER_MEMBERS, CLUSTER_SIGNALS (velocity, spread, status)
  12_emerging_naming_and_review.sql  # NAME_CLUSTERS(), PROMOTE_CLUSTER(), REVIEW_CLUSTER()
  13_emerging_schedule.sql     # stream + hourly task REFRESH_EMERGING (created suspended)
  14_market_universe.sql       # 600 uncontacted companies, their signals, Cortex fit, SOURCING_TARGETS
signal_dashboard/              # Strea

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