From scanned page to structured data you can build on
We ingest legacy content — books, journals, registers — through OCR and human review, delivering accurate, tagged datasets ready for publishing pipelines or analytics.
Everything you need for Data Ingestion, OCR & Cleansing Services, without the gaps
We handle the whole chain so you do not have to stitch vendors — and we show our work at each step so you can trust it.
Ingestion pipelines
Batch intake for PDFs, TIFFs, and scanned books with job tracking and deduplication.
OCR & layout analysis
Engine-tuned OCR with table, footnote, and marginalia handling, plus confidence scoring per block.
Human cleansing & proof
Line-by-line correction for misrecognized characters, broken maths, and table drift.
Structure & tagging
Tagging to XML/TEI/JATS or your schema, with figure and reference extraction.
Enrichment & linking
Metadata enrichment, citation linking, and identifier resolution (DOI, ISBN) where applicable.
Delivery & handoff
Validated datasets with OCR source, diff logs, and quality reports for downstream teams.
A team that has done this before — and learned where it breaks
We keep the parts that consistently improve outcomes and remove the theatre that only looks good in a pitch deck.
Accuracy you can trust
Every OCR output includes confidence and error reports — you know the residual error rate, not just the promise.
Layout aware
We preserve tables and footnotes as structure, not as flattened text.
Scale without slip
Work is batched, double-keyed where needed, and QA-sampled at defined AQL levels.
Four steps, no black boxes
Sample & tune
We OCR a sample, measure error, tune the engine, and agree on acceptance thresholds.
Ingest & OCR
Bulk ingestion with layout detection and confidence tagging.
Cleanse & tag
Human correction and structural tagging against schema.
Validate & deliver
Schema validation, spot QA, and delivery with source-to-output lineage.
Ready to move forward with this?
Tell us where you are, what you need next, and how you measure success — we will map a clear path from here to done.