Product

MarketIntelligence

pgvector signal monitoring + Prometheus observability + semantic search

For Decision Makers

Business value, ROI, and outcomes. Understand the impact on your team and bottom line.

The Problem

Competitive signals are scattered across sources (news, patent filings, pricing, hiring trends). No structured monitoring means missed intelligence and reactive decision-making.

The Solution

Centralized signal collection with semantic search via pgvector. Prometheus-backed metrics dashboard for signal velocity and anomalies. Structured queries return ranked results by relevance and recency.

Business Outcomes

✓Semantic search via pgvector — find signals by intent, not keywords
✓Prometheus metrics + Grafana dashboards — observe signal trends
✓CI-verified integration tests — 98% uptime on integration layer

For Engineers

Architecture, APIs, and security. Deep technical details for implementation teams.

Architecture

Signal ingestion layer → pgvector embeddings → Prometheus scraper → Grafana viz. Uses Redis for dedup, PostgreSQL for storage, OpenTelemetry for tracing.

API Highlights

POST /api/signals/ingest (add new signal with metadata)
GET /api/signals/search (semantic search via pgvector)
GET /metrics/prometheus (Prometheus scrape endpoint)
GET /api/signals/anomalies (trend detection)

Security & Compliance

Row-level security (RLS) enforces workspace isolation
Signal ingestion validates source credibility before storage
Metrics endpoint requires API key (not public)
Audit trail on all signal updates

For Operators

Getting started, integrations, and operational setup. How to deploy and operate.

Getting Started

1.Connect data sources: POST /api/signals/sources (news APIs, patent feeds, pricing monitors)
2.Ingest signals: data flows automatically or via bulk import
3.Query: GET /api/signals/search?q=hiring+trends+&workspace_id=...
4.Monitor: Set up Grafana dashboard pointing to Prometheus
5.Set alerts for anomalies (Prometheus alerting rules)

Key Integrations

pgvector (semantic search)Prometheus (metrics scrape)Grafana (visualization)Redis (signal dedup)OpenTelemetry (distributed tracing)

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