DATA FOUNDRY · QUALITY GATING
Deterministic dataset cleaning and SimHash deduplication for AI labs.
Eliminate silent data corruption before fine-tuning. Automated syntax repair, formula injection sanitization, SimHash near-duplicate pruning, and deterministic PII anonymization.
COMMERCIAL ACCESS
Verified Parquet archives + Claude MCP integration
- ✓ Verified Data Foundry Parquet partitions (zstd)
- ✓ Model Context Protocol (MCP) tool integration
- ✓ Metering: 1 Dataset Credit per 10,000 records ($1.00)
- ✓ Deterministic quality gate & hash verification
- ✓ Contractual commercial rights clearance
Quotes reviewed by systems engineering within 1 business day
COLUMN SPECIFICATIONS
Typed relational schema.
Columnar Parquet & DuckDB ready.
| Column Name | Data Type | Description |
|---|---|---|
total_rows_input |
INT64 | Total submitted records |
valid_rows_retained |
INT64 | Clean records surviving quality gates |
duplicates_pruned |
INT64 | SimHash near-duplicate rows pruned |
pii_entities_scrubbed |
INT64 | Emails, phones, SSNs, and secrets redacted |
SERVICE STATUS & INTEGRATION BOUNDARIES
Engineering reality.
Active integration tools vs protocol specifications.
Verified Operational Today
- ✓ Scoped Technical Architecture: Custom pipeline design and schema contract generation.
- ✓ Local Verification Suites: Deterministic test vectors and synthetic fixture generators.
- ✓ Systems Engineering Review: Scoping within 1 business day for custom data extraction and tooling.
Protocol Specifications
- ◌ Autonomous Marketplace Settlement: Dynamic token-budgeted procurement via EXCHANGER.
- ◌ Decentralized Escrow: Cryptographic release receipts with multi-signature settlement.
VERIFIED SAMPLE RECORD
Inspect the raw payload.
Zero mocked fields.
{
"batch_id": "CLN-94812",
"input_records": 100000,
"clean_records": 94120,
"exact_duplicates": 3810,
"near_duplicates_simhash": 1820,
"pii_redacted": 250,
"syntax_repaired": 140
}
AGENT INTERFACE & MCP TOOL CONTRACT
Plug directly into Claude Code, Codex, and autonomous workflows.
Deterministic data retrieval.
Machine-Readable Contract
Direct dataset extraction is delivered via high-throughput columnar Apache Parquet. For autonomous assistants, ELYRAON provides standard Model Context Protocol (MCP) tool schemas and REST integration adapters with signed SHA-256 integrity receipts.
Adapter identifier: foundry_clean_dataset_batch
Pricing status: 1 Dataset Credit per 10,000 records ($1.00)
Active MCP Endpoint: https://elyraon.com.co/agents/mcp (Host to live structural verification tools; metered dataset adapters available in scoped pilots).
{"tool": "foundry_clean_dataset_batch", "arguments": {"input_uri": "s3://bucket/training.jsonl"}}
MACHINE-READABLE SPECIFICATIONS
Structured metadata for autonomous agents.
Zero scrapers, zero hallucinations.
{
"entity_id": "https://elyraon.com.co/datasets/custom-dataset-labeling-verification/#service",
"catalog_id": "https://elyraon.com.co/datasets/#catalog",
"canonical_url": "https://elyraon.com.co/datasets/custom-dataset-labeling-verification/",
"primary_format": "application/json",
"compression": "none",
"ingestion_pipeline": "quality.py",
"mcp_tool_name": "foundry_clean_dataset_batch",
"license": "Commercial Developer & Enterprise SaaS License",
"service_status": "Custom Scoping / Pilot Intake"
}
WHY ELYRAON DATA FOUNDRY
Architectural contrast.
Built for engineering reality.
Manual labeling takes weeks; our deterministic engine processes 100,000 records in under 12 seconds with zero hallucination risk.
Conventional Data Feeds
- Undetected socket drops during volatility
- Messy unstructured CSV/JSON with broken parsers
- Ambiguous copyright terms creating lawsuit liability
- Expensive multi-thousand dollar rigid contracts
ELYRAON Data Foundry
- Continuous quality gate reconciliation
- Clean, typed, content-addressed Apache Parquet
- 100% license-cleared provenance with statutory citations
- Clear request-quote pricing and cryptographic delivery verification
RELATED DATASETS & AGENT PLATFORM
Connected intelligence feeds.
Cross-domain discovery and autonomous infrastructure.
TECHNICAL FREQUENTLY ASKED QUESTIONS
Clear answers.
Engineering boundaries.
What PII is scrubbed?
SSNs, credit cards, emails, phone numbers, IP addresses, JWT tokens, and API secrets.
How does SimHash work?
64-bit SimHash identifies near-identical text where Hamming distance <= 3.
Can it sanitize CSV formula injections?
Yes. Cells beginning with '=', '+', '-', or '@' are safely neutralized.
Is self-serve credit purchase available?
Yes. Self-serve credits are available on Dataset Doctor: Tier 10 ($10), Tier 30 ($25), Tier 100 ($75).
How do we run enterprise batches?
Submit an inquiry for dedicated batch quotas or on-prem deployment.