Capability · applied inside an engagement
Industrial RAG & Knowledge
Answers grounded in your technical reality — manuals, specifications, standards and logs — traceable to source, with citations and an evaluation loop that measures unsupported answers.
Hyperion does not position itself as a general engineering bench. Technical fluency is used to make better product decisions, challenge assumptions, define evidence and coordinate the critical specialists required by the mandate.
Ingest
Embed & index
Retrieve & re-rank
Ground & cite
A four-stage pipeline: ingest the corpus, then embed and index, then retrieve and re-rank, then ground the answer and cite sources.
Industrial knowledge lives in PDFs, specifications, standards and maintenance logs — not in a model's weights. The decision is not which retrieval library to adopt; it is what an answer must be traceable to before an engineer is allowed to act on it. Hyperion sets that acceptance bar, defines how faithfulness will be measured, and decides whether retrieval is the right instrument at all.
Ingestion and chunking of the source corpus; embeddings and a vector store; retrieval with re-ranking; grounded generation that cites its sources; and an evaluation loop that measures faithfulness — whether answers are actually supported by the retrieved text.
Document parsing for PDFs, tables and scanned documents (OCR); embeddings over pgvector; hybrid retrieval (semantic plus keyword) with re-ranking; citation enforcement so claims link back to source; faithfulness and retrieval-quality evaluation; generation on Mistral or another open-weight model.
Industrial RAG vs a generic LLM
In industry, an answer is only useful if you can trace it to a source.
| Dimension | Industrial RAG | Generic LLM |
|---|---|---|
| Grounding | Your manuals, specs, standards | Parametric memory |
| Traceability | Answer linked to its source | Unsourced |
| Freshness | Index updated continuously | Frozen at training cut-off |
| Access control | Per-document permissions | None |
| Failure mode | "Not in the sources" | Confident hallucination |