EchOS for Engineering & Design
Ingest specs, CAD notes, and tribal design decisions into an indexed genome that answers in under a second.
[01] // Why it matters
Engineering knowledge is scattered across specs, CAD files, change logs, and the people who built the system. Every query becomes a search for a needle in a shared drive. EchOS makes design intent answerable.
[02] // What the engineering team gets
- Indexed specs - requirements and versions retrievable in one query.
- Intent routing - questions routed to the right knowledge in under a second (P95 0.727s).
- Confidence decay - outdated design docs are flagged, not trusted.
- Deduplication - duplicate or conflicting file versions are resolved at ingestion.
[03] // How it works
- Documents are extracted and embedded locally with a MiniLM-based pipeline.
- Relationships are stored in a Neo4j graph alongside a 39-table PostgreSQL model.
- Qdrant handles semantic retrieval so questions match meaning, not just keywords.
- Answers cite their source so design decisions are always traceable.
[04] // Proof
- Over 120 documents per hour ingested at 95% extraction accuracy.
- P95 answer latency of 0.727 seconds.
- 100% of known contradiction pairs caught automatically.
[05] // Why it matters
Hunting through shared drives for the right spec version is time that engineering should spend building.
[02] // How it works
EchOS indexes documents at over 120 docs per hour and answers intent-routed queries from the resulting graph.
[03] // Setup steps / inputs needed
Document ingestion, entity mapping, and search integration with your existing tools.
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