Services: Enriched Data

Take your AI training to the next level! Every page we index is transformed into a structured, machine-readable object enriched with multiple dense vectors, entities, categories, tags, qualities, taxonomies, related taxonomies, analytical features and more. These 4search exclusive enrichments make out data perfect for AI training, search, and advanced analysis. with 4search enriched documents, you can accomplish more in less time and at a lower cost.

$45 / 1,000 pages Request Access See What’s Included

What You’re Buying

Each object represents one indexed page with normalized metadata, semantic enrichment, and analysis signals. Delivered as clean JSON/NDJSON (CSV on request) for immediate ingestion into databases, ML pipelines, or Elasticsearch/OpenSearch.

Core Metadata

  • Title, Description, URL
  • Publication & Modified timestamps
  • Canonical index ID & source/site IDs
  • Language, image links

Semantic Enrichment

  • Categories & tags (topical classification)
  • Entities: people, orgs, places
  • Keywords (top & full)
  • Monetary amounts, percentages, durations

Analytical Features

  • Readability & grade level
  • Word/syllable counts
  • Cross-linked indexes & sub-indexes
  • Status, quality flags

Delivery Formats

  • Bulk download: JSON / NDJSON / CSV
  • Streaming/API feed (optional)
  • Partitioning by date, domain, topic
  • Schema documentation included

Example Object (truncated) 

{
  "Title": "Rob Williams, Amazon's VP ...",
  "Description": "Greg Bensinger / Reuters: ...",
  "Categories_Top": ["business","technology","ai", "..."],
  "People": ["Rob Williams","Andy Jassy","..."],
  "Organizations": ["Amazon","Reuters","..."],
  "Date_Published": "2025-10-03 16:15:04",
  "Moneys_Top": ["$20 billion","$10 billion","..."],
  "Tags_Top": ["amazon","ai","job cuts","..."],
  "URL": "www.techmeme.com/251003/p21#a251003p21/"
}

Pricing

Base Rate

$45 / 1,000 pages
  • Minimum order: 1,000 pages
  • Billed on delivered objects
  • CSV export available at no extra charge

Volume & Custom

  • Discounts for 10M+ pages/month
  • Topic/domain/entity-scoped pulls
  • Historical backfills by date range
  • Reserved capacity for ongoing feeds

Additional Services

Custom API Access

Query live by keyword, entity, category, domain, or time window.

  • Realtime/near-realtime object stream
  • Filtering & sampling controls
  • Usage-based pricing

Vertical Datasets

Finance, healthcare, AI/ML, sports, politics, tech, and more.

  • Pre-curated by taxonomy
  • Entity-focused corpora
  • Benchmark & eval sets

Embeddings & Vectors

Access precomputed dense vectors for semantic search and ML.

  • Model cards & dimensions documented
  • Quantized (8-bit) & float variants
  • Elasticsearch/OpenSearch-ready

Historical Archives

Backfilled time-series for longitudinal or trend analysis.

  • Point-in-time snapshots
  • Topic/domain/entity scopes
  • Versioned object schemas

Enterprise Integration & Consulting

  • Turnkey OpenSearch/Elasticsearch indices
  • Pipeline design for model training & evaluation
  • Relevance tuning, deduplication, & data quality audits

Terms

  • License: Non-exclusive, worldwide, perpetual for research, AI training, indexing, analytics, and product integration.
  • Attribution: Not required; recommended for academic/research use.
  • Resale: Reselling the dataset “as-is” is prohibited. Derivative works (models, analytics, applications) are allowed.
  • Delivery: Bulk download (JSON/NDJSON/CSV) or streaming/API feed. Partitioning by date, domain, topic available.
  • Data Freshness: Objects updated continuously as needed.
  • Compliance: Buyer agrees to comply with applicable laws and respect publisher rights and robots directives where relevant to their use case.
  • Support: Email support included; premium SLA and onboarding available.

Need something not listed here (e.g., custom schema, redaction, region-specific filtering)? We’ll scope it with you.

Ready to get started?

Request a sample, discuss scope, or set up an ongoing feed.

Contact Sales View Pricing