01 · READY — AGENT-READY DATA · DATA ENGINEERING FOR AGENTIC AI

Data your agents can actually use.
Whatever condition it's in.

We turn documents in any condition, language or size into structured, verified knowledge that agents can search, reason over and act on.

Book a readiness assessment See the framework
Any document, any condition Poor scans, handwriting and mixed languages included
Structure agents can reason over Hierarchical JSON with every field traced to its source
Accuracy you can measure Targets agreed up front, reported on every batch
THE AGENT-READY DATA STACK

Five layers, from raw document to trusted knowledge

01

Ingest

OCR and cleanup for documents of any quality

Multilingual and mixed-script content

02

Structure

Parsing into hierarchical, schema-driven JSON

Batch processing that keeps cross-references intact

03

Extract & enrich

Obligations, tasks and entities across large archives

Enrichment with reference data

04

Retrieve

Fast retrieval across millions of documents (OpenSearch)

Index sharding built for enterprise scale

05

Assure

Multi-LLM evals with human feedback loops

Secure, cost-aware LLM orchestration

WHAT WE HANDLE

Built for the documents other tools skip

Documents we work with

Real enterprise records, not clean demo files.

  • Scanned, faxed and handwritten records
  • Regional and mixed-language documents
  • Very long contracts, regulations and policies

What you get

Outputs your agents and teams can rely on.

  • Structured JSON with source traceability
  • An enriched, searchable knowledge base
  • Per-batch accuracy reports against agreed targets
HOW WE ENGAGE

Agent-ready data is never a one-time project

1 · Assess 2–4 weeks, fixed fee. Document and data readiness audit.
2 · Pilot 6–10 weeks on a real document set, with accuracy targets.
3 · Scale Production pipelines across your full archive.
4 · Keep it ready Agent Assurance and Agent Operations keep data, pipelines and agents accurate as things change.

See how agent-ready your data is today

Our readiness assessment scores your documents against what your agents need, and gives you a pilot plan you keep either way.

Talk to us · info@shvx.in