Model-aware
Understand which equipment, model, configuration, serial range, or product generation the information applies to.
Capabilities
The capabilities behind connected technical knowledge.
From AI-assisted extraction to structured, source-verified answers — see what LUMAREF does with the technical content you already have, end to end.
Why LUMAREF
General AI can read a manual.
LUMAREF understands what the answer applies to — and what comes next.
Finding a matching paragraph is only part of the job. LUMAREF connects the answer to the product context, technical evidence, visual references, and real-world action surrounding it.
Structured
Turn pages and files into organized sections, diagrams, parts, references, products, and relationships.
Verifiable
Keep answers connected to the exact source and supporting technical evidence.
Connected to action
Move directly from a question to the applicable answer, diagram, part, product, or workflow.
Structure, not just search. Answers connected to action.
AI extraction engine
More than OCR — actual understanding
LumaRef's AI reads your documents the way an expert would, recognizing part tables, exploded diagrams, fit guides, and cross-reference sections regardless of layout.
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Multi-pass extraction — identifies part numbers, descriptions, units, specs, notes, and images in a single run.
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Confidence scoring — every extracted field has a score; low-confidence items are surfaced automatically for review.
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Scanned PDF support — AWS Textract plus semantic post-processing handles real-world scan quality.
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Incremental re-runs — updated documents re-extract only changed sections; stable data is never overwritten.
Extraction result
Flagged for review
Part #
A-2291-LH
Description
Lift cylinder, left-hand, heavy duty
Unit
EA
List price
$142.00
Cross-ref
B-7745, C-0031
Notes
Replaces A-2289 after S/N 84921
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Start with the technical content creating the most friction.
Choose one manual, parts catalog, or product family. We’ll show you how LUMAREF can turn it into model-aware technical self-service connected to sources, diagrams, parts, and products.