LLM-Optimized · Token-Efficient · MCP-Compatible

LLM-Ready Web Data,
Delivered. Not Another Tool.

Your AI models need fresh, structured, high-quality web data. We handle the crawling, cleaning, and structuring. You get token-optimized data ready for training, RAG, fine-tuning, or real-time agent grounding.

Building Scrapers Is Not Your Competitive Advantage

Every AI team hits the same wall: your models need web data, but getting it reliably is a full-time engineering challenge.

Managing proxy networks, headless browsers, CAPTCHA solvers, and an army of brittle scrapers that break every time a website updates its layout costs you months of engineering time — time that could go into your actual product.

Or, you can just tell us what data you need.

📚

Training Data at Scale

Crawling millions of pages, deduplicating, cleaning, and structuring into ML-ready formats is months of engineering work.

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Stale RAG Content

RAG pipelines need fresh, accurate content. Stale data means hallucinated answers and degraded model performance.

🤖

Agent Access Blocked

Anti-bot measures block automated access from reaching the live pages your AI agents need during inference.

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No Domain Datasets

Fine-tuning requires domain-specific datasets that don't exist off the shelf. Someone has to crawl, curate, and quality-check them.

Web Data Engineered for AI Workflows

Four distinct data products, each purpose-built for a different AI use case.

Use Case 01
🧠

LLM Training & Fine-Tuning

Large-scale, structured web datasets for training or fine-tuning on any domain.

We collect domain-specific datasets tailored to your vertical — e-commerce, news, legal, medical, finance, real estate, and more. Clean, deduplicated, and schema-consistent from day one.

  • Crawl any domain or category at scale
  • JSONL, Parquet, Markdown, or custom format
  • Metadata: timestamps, URLs, language, content type
  • Deduplication and quality filtering built in
  • Domain-specific corpora on request
  • Quality scores for each record
Use Case 02
🔍

RAG & Retrieval Pipelines

Fresh, chunked, embedding-ready content for your vector databases.

Keep your retrieval systems fed with fresh web content on your schedule. We deliver content optimized for chunking and embedding, with incremental updates so you only receive new or changed data.

  • Hourly, daily, or weekly crawl schedules
  • Markdown or plain-text optimized for embedding
  • Metadata-rich: URL, publish date, author, headers
  • Incremental updates — only new or changed content
  • Direct delivery to S3, webhook, or vector DB
  • Pre-chunked output available on request
Use Case 03

AI Agents & Real-Time Inference

Live web data for your agents, with no scraping infrastructure to build.

Give your AI agents live access to web data via API endpoints and MCP-compatible interfaces. Token-efficient structured results delivered at inference speed.

  • On-demand scraping API: send a URL, get structured data
  • MCP server for Claude, Cursor, and other MCP clients
  • SERP data: Google and Bing results as structured JSON
  • Real-time e-commerce pricing, availability, reviews
  • News from 100,000+ domains near real-time
  • Token-optimized output reduces inference costs
Use Case 04
📊

Competitive & Market Intelligence

Structured feeds for business intelligence and competitive monitoring.

Power your dashboards and analytics products with continuously refreshed competitive data. Monitor prices, track reviews, and map hiring signals at scale.

  • Price monitoring across 250+ e-commerce stores
  • Review sentiment tracking across 170+ platforms
  • Job market data from 150,000+ domains
  • Retail store location and expansion tracking
  • News sentiment and brand monitoring
  • Scheduled delivery with change-detection alerts

Data in the Format Your Pipeline Expects

Every output includes metadata: source URL, crawl timestamp, content hash, HTTP status, and any custom fields you request.

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JSON / JSONL

Ideal for API consumption, database ingestion, and ML pipelines. JSONL streams are particularly suited to large-scale training datasets.

📝

Markdown

The best format for LLM consumption. Preserves structure and hierarchy with minimal token overhead, perfect for RAG and embedding workflows.

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Parquet

Columnar storage for large-scale ML training and data warehouses. Up to 10× compression vs CSV with fast read performance for analytics engines.

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CSV / TSV

Universal format for spreadsheets, data analysis tools, and simple database ingestion. Compatible with every analytics stack.

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Custom Schema

Define exactly the fields, nesting structure, and data types you need. We match your schema precisely so no transformation is needed downstream.

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API / Webhook

Pull on demand via REST API or receive data via webhook as soon as crawls complete. JSON responses with consistent schema across all requests.

Self-Serve Platforms Give You Tools. We Give You Data.

Bright Data, Apify, and Zyte are powerful — but they still require your engineers to build, maintain, and fix everything.

❌ Self-Serve Platforms ✅ Specrom Managed
Who builds scrapers? Your engineering team Our team — delivered in days
Anti-bot & proxies You configure everything Built into our infrastructure
When site layouts change Your engineers fix it reactively We detect and fix proactively
Output for LLMs Raw HTML or generic formats Token-optimized Markdown, JSONL, custom
Billing model Pay for compute even on failures Pay per successfully delivered record
Time to first data Days to weeks (your build time) Days (we scope, build, deliver)
Ongoing engineering effort Continuous maintenance required Zero effort on your side

If It's on the Public Web, We Can Extract It

Pre-built extraction pipelines for hundreds of domains, with new ones ready in days.

🛒 E-commerce & Retail

Amazon, Walmart, Target, eBay, Best Buy, 250+ Shopify stores. Product data, pricing, reviews, inventory status.

📰 News & Media

100,000+ global news domains via SpecromNewsAPI. Articles, publish dates, authors, categories, full text.

💼 Job Boards

Indeed, LinkedIn, Monster, Glassdoor, ZipRecruiter, and 150,000+ employer career pages. Titles, descriptions, salaries.

⭐ Reviews & Ratings

TrustPilot, Google Reviews, Yelp, G2, TrustRadius, Booking.com, and 170+ others. Ratings, text, dates.

🔍 Search Engines

Google, Bing, Yahoo, DuckDuckGo. SERP results, featured snippets, People Also Ask, local packs.

🏠 Real Estate

Zillow, Realtor.com, Redfin, Apartments.com, and regional MLS-connected sites. Listings, prices, agent info.

📍 Business Directories

Google Maps, Yellow Pages, Yelp Business, BBB, and industry-specific directories. Listings, hours, ratings.

📱 Social Media

Twitter/X profiles and bios, Instagram profiles, public posts, hashtags, engagement metrics.

🌐 Any Custom Domain

Tell us the URL and the data fields you need — we build and deploy a custom extractor within days.

Data You Can Trust in Your Models

99.5% Delivery SLA

We meet our crawl schedules or you don't pay. Guaranteed uptime for every managed pipeline.

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Proactive Monitoring

We detect and fix crawler breakage before you notice — no incident reports, no downtime emails.

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Deduplication

Content hashing ensures no redundant records enter your dataset or vector database.

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Schema Validation

Every record is checked against your expected schema before delivery. No surprises downstream.

Freshness Guarantees

We guarantee data age based on your crawl schedule. Stale data degrades your model — we prevent it.

⚖️

Compliance

We only crawl publicly accessible data and respect robots.txt directives. GDPR and CCPA compliant.

Up and Running in Under a Week

No scrapers to build. No infrastructure to manage. Data flowing in days.

1

Discovery Call

30 minutes. Tell us what data you need, from which sites, in what format, and on what schedule.

2

We Scope & Quote

Fixed pricing based on volume, complexity, and delivery frequency — usually within 24 hours. No surprises.

3

We Build & Test

Our team builds your pipeline, configures delivery, and runs quality checks. Zero work on your end.

4

Data Starts Flowing

Delivered to your API, S3, webhook, or vector DB. We monitor 24/7 and fix issues proactively.

Frequently Asked Questions

Can you crawl websites that block bots?

Yes. We use residential proxies, headless browsers, CAPTCHA handling, and fingerprint rotation to access even heavily protected sites. If a page is publicly viewable by a human, we can almost certainly crawl it.

What if a website changes its layout?

We monitor all active crawlers and proactively update them when site structures change. This is included in your service at no additional charge — no surprise fees, no downtime.

Do you offer one-time data pulls or only ongoing feeds?

Both. We can deliver a one-time dataset or set up continuous feeds on any schedule you need — hourly, daily, weekly, or monthly. Pricing scales accordingly.

What's the minimum order size?

One-time datasets start at $99 for up to 10,000 records. Ongoing managed feeds start at $299/month for a single source. Custom volume pricing is available for larger needs.

Can you deliver data directly to my vector database or S3?

Yes. We support direct delivery to AWS S3, GCS, Azure Blob, webhooks, REST APIs, and most major vector databases. MCP-compatible endpoints are also available for AI agent frameworks like Claude and Cursor.

Is the data I receive exclusive to me?

One-time and custom crawls are exclusive to you. Pre-built dataset feeds deliver the same schema to all subscribers, though the data is always freshly crawled for each delivery.

Tell Us What Data You Need

Share the websites and data fields you're after. Our team will respond within a few hours with a custom quote — no commitment required.

  • Custom quote within a few hours
  • Token-optimized output for your LLM stack
  • JSONL, Parquet, Markdown, or custom schema
  • RAG-ready, embedding-optimized delivery
  • MCP-compatible endpoints for AI agents
  • 99.5% data delivery SLA included

Tell Us Your Data Requirements

Only email is required. Feel free to just ask questions — no commitment needed.

Sending your request...

Thank you!

Our team will get back to you shortly. You can also reach us at info@specrom.com