Our engine connects to Google Trends, Reddit, arXiv, PubMed, CoinGecko, USGS, NOAA, and 42 other sources. Each signal is normalized, scored, and classified by editorial potential.
Our 2-layer architecture uses Qdrant (ANN search) and WikiData to group textual variants of the same event across languages and time zones.
Hybrid RAG pipeline, LLM with fallback, SSE streaming, and collaborative editor.
BM25 + Qdrant vector search, cross-encoder reranking, LLM classifier for query routing
GPT-4o-mini primary, Ollama qwen2.5:3b fallback. Automatic selection based on complexity
Full WYSIWYG with AI sidebar, inline suggestions, slash commands and real-time Yjs collaboration
WordPress, Medium, LinkedIn, Ghost. Automatic scheduling, preview and analytics per channel
Every feature has been designed to integrate naturally into your editorial workflow.
5 factors (velocity, diversity, recency, cohesion, SEO) with category weighting. Real-time scoring with 15min snapshots.
SSE live evolution charts, trend detail panel, history with mathematical models.
Conditional rules (score, velocity, country), multi-channel dispatch (webhook, email, Slack, Discord).
50 countries, 28 languages, 22 categories. Cross-filters and exhaustive geographic coverage.
Multi-cursor real-time editing (Yjs/Hocuspocus), role-based RBAC, team and invitation management.
Editorial tone, vocabulary, SEO guidelines configured per site. AI respects your editorial identity.
Daily/weekly emails of the best trends. Customizable Jinja2 templates.
Complete API with JWT auth, 5-tier rate limiting, HMAC-SHA256 webhooks, and OpenAPI documentation.
Germany hosting (Hetzner), TLS 1.3, AES-256, PgBouncer, circuit breakers, automatic backups.
18 microservices, Redis Streams, PostgreSQL + pgvector, OpenSearch, Qdrant, Traefik LB, 3 gateway replicas.
Cron scheduling per brief, WordPress/Medium/LinkedIn/Ghost connectors, preview before publishing.
Meta descriptions, optimized slugs, readability scores, target keywords integrated into the generation pipeline.
Compare with the tools you already know.
| Feature | EarlyForge | BuzzSumo | Jasper AI | Feedly |
|---|---|---|---|---|
| Real-time trend detection | — | |||
| AI article generation | — | — | ||
| Multi-factor scoring | Basic | — | Basic | |
| 49+ data connectors | — | — | — | |
| 50 country coverage | 20 | — | Limited | |
| Cross-lingual fusion (28 languages) | — | — | — | |
| Root Events (disambiguation) | — | — | — | |
| End-to-end pipeline | — | Partial | — | |
| Collaborative editor | — | — | ||
| Auto-publication multi-CMS | — | — | — | |
| API + Webhooks | ||||
| Self-hostable | — | — | — |
Publication, notifications, analytics — EarlyForge integrates where you work.