Digitizing 1T pages of analog human knowledge to solve data scarcity.

We digitize non‑web analog archives into LLM‑ready, deduplicated, contamination‑controlled datasets with verifiable provenance for pre‑training, continual training, alignment, and evals.

OAIS (ISO 14721) FADGI 4‑Star Imaging METS/ALTO + IIIF NDSA Levels Chain‑of‑Custody Provenance
0
pages digitized to date.
0
tokens delivered.
1T
pages by 2032.

Why Akshara?

True Novelty

Non‑web sources absent from existing corpora. Fingerprinted and deduped to prevent contamination.

Rights‑Cleared

Commercial training rights acquired at source with per‑document metadata and indemnity options.

Verifiable Provenance

Complete chain‑of‑custody with checksums, timestamps, and rights assertions for every page.

Engineered for LLMs

Structured text with layout preservation, language tags, and domain taxonomy in training‑ready shards.

Quality & Safety Gates

OCR CER ≤ 0.5–1.5%, optional PII filtering, and content safety review before shipment.

Operational Scale

Industrial pipeline processing millions of pages daily with secure cloud or air‑gapped delivery.

Corpus SKUs

Each pack includes page images, ALTO XML, JSONL text, and metadata. Rights and jurisdictions noted per record. Samples available under NDA.

Aviation Safety Pack

SafetyEngineeringRegulatory
~100k pages
~76.5M tokens
1950–2005 focus

Airworthiness directives, incident analyses, OEM manuals, and bulletin chains with provenance and revision linkage.

BioReg & Clinical Pack

BiopharmaRegulatoryClinical
~20k pages
~15M tokens
1990–2015 focus

Reg filings, monographs, dosing standards, and gray literature with ICD‑10/ATC mapping at page‑level.

Energy & Nuclear Reg Pack

EnergyNuclearSafety
~20k pages
~15M tokens
1960–2000 focus

Plant manuals, NRC/IAEA circulars, inspection reports, and safety procedures with hierarchy preservation.

Gov‑Law Reasoning Pack

LegalPolicyReasoning
~15k pages
~11.3M tokens

Administrative decisions, legislative analyses, and committee reports with citation graphs.

Low‑Resource Parallel Pack

ParallelMultilingualLow‑resource
~20k pages
~15M tokens
20+ language pairs

Government notices and manuals with aligned bilingual segments, page‑level alignment indices, and script labels.

Quality, Safety, & Provenance

Rights & Provenance

Per‑record rights fields (scope, term, territories).
Signed source agreements; chain‑of‑title stored with source_id.
Page‑level checksums + capture metadata.

Contamination Control

Dedup/near‑dup vs known web corpora.
Leakage scans for evaluation sets; exclusion lists on request.
Distribution ledger to track shipments and exclusivity windows.

Data Quality

Target OCR CER ≤ 0.5–1.5% (Latin scripts) via ensemble OCR.
Layout‑aware text flow reconstruction; table capture options.
Sampling harness with page‑level citations for QA.

Request a Sample or Data Room Access

We share pack summaries and 100‑page samples under mutual NDA. Please include your intended use (pre‑training, CT, alignment, evals), license scope, and desired volumes.