Articles

Our team’s insights on building better AI systems.

Jun 23, 2026

Invoice Data Extraction: When an LLM Beats OCR Templates and When It Does Not

Invoice data extraction without guesswork: when OCR and document intelligence (Azure, AWS, Google) win first, and when a schema-guided LLM beats templates on HTML and post-OCR text.

Jun 23, 2026

Python Web Scraping Tools: Where BeautifulSoup, Playwright, and Schematron Fit

Map the Python web scraping toolchain: Requests, BeautifulSoup, Scrapy, Playwright, and where schema-guided extraction with Schematron replaces brittle selectors.

Jun 22, 2026

Apify Alternative for AI-Ready Extraction Pipelines

Apify is great at fetching pages. When brittle parsing code is the real cost, swap it for schema-first extraction and keep your actor. A practical guide.

Jun 22, 2026

Financial Data Extraction Software for Web Pages & Filings

Financial data extraction software for HTML filings, IR pages, and tabular web pages. Turn pages into typed, validated JSON with schemas, evidence, and a cost model.

Jun 21, 2026

Real Estate Data Scraping: Extract Listings, Agents, and Prices into JSON

Real estate data scraping into typed JSON: define a listing schema, run Schematron on messy HTML, then normalize and validate address, price, and status.

Jun 21, 2026

Bright Data Alternative for Structured Web Data Extraction

Looking for a Bright Data alternative? Most people bundle three jobs into that search. Here is how to separate proxies from extraction and cut extraction cost.

Jun 20, 2026

Best Web Scraping API for E-Commerce Product Data

The best web scraping API for e-commerce is the one that returns typed, validated product JSON, not just pages. A schema-first rubric, example, and cost math.

Jun 20, 2026

Product Data Extraction: E-Commerce HTML to a Typed Feed

Turn messy e-commerce product HTML into a typed, validated product feed. Schema design, a Schematron extraction call, validation, cost, and scaling.

Jun 19, 2026

Competitor Price Scraping: A Schema-First Pipeline

Build a competitor price scraping pipeline that holds up: a typed schema, fetch separated from extraction, dedup, validation, and a real cost model.

Jun 19, 2026

MCP Server Observability: Logging and Tracing Tool Calls

Learn MCP observability end to end: the MCP logging spec, audit logging, and OpenTelemetry tracing for tool calls — plus finding recurring failures across runs.