Blog

In-depth writing on the open web — for AI teams, RevOps, and data engineers.

2026-07-17·22 min read·AI crawlers, LLMs, content optimization, AEO, web scraping

How AI Crawlers Read Your Website: Preparing Content for LLMs

AI crawlers don't browse the web like humans. They fetch raw markup, strip the chrome, and convert what remains into tokens for LLMs. Learn how to make your content extractable before the model ever reads it.

2026-07-17·18 min read·Perplexity, AEO, AI citations, answer engine optimization

Optimizing for Perplexity: A Technical Guide to AI Citations

A technical guide to getting your pages cited by Perplexity. Learn how Perplexity selects sources, what signals matter, and how to audit your content for AI citations.

2026-06-21·11 min read·n8n, automation, web scraping, Firecrawl

Ollagraph for n8n: web scraping, crawling, and enrichment (a Firecrawl alternative)

Add web scraping, crawling, structured extraction, and domain intelligence to your n8n workflows with Ollagraph — through the HTTP Request node, no custom code. Includes ready workflows and the async-crawl pattern.

2026-06-21·13 min read·MCP, Firecrawl, AI agents, web scraping

The best Firecrawl MCP alternative in 2026

Firecrawl's MCP server gives your AI agent scrape, crawl, and extract. See how the Ollagraph MCP server compares — 228 tools, one key, intelligence and vertical actors included — and how to switch in minutes.

2026-06-21·12 min read·Firecrawl, pricing, web scraping, API

Firecrawl pricing in 2026: plans, credit multipliers, and a cheaper alternative

How Firecrawl pricing actually works in 2026 — the credit model, the per-feature multipliers to watch, what is not included, and how a flat pay-as-you-go alternative compares on real workloads.

2026-06-19·16 min read·web scraping, Firecrawl, AI, RAG

The 11 best Firecrawl alternatives in 2026

Compare the 11 best Firecrawl alternatives for AI web scraping in 2026 — markdown, crawling, structured data, intelligence, and pricing — and pick the right fit.

2026-06-19·14 min read·AI search, Exa, RAG, AI agents

The best Exa alternatives for AI search in 2026

Compare the best Exa alternatives for AI web search and content retrieval in 2026 — neural search, RAG, and extraction — and pick the right tool for the job.

2026-06-18·10 min read·AEO, SEO, AI search

AEO vs SEO in 2026: optimizing for AI answer engines

Answer Engine Optimization is the new layer on top of SEO. What changes, what stays the same, and how to measure whether AI engines can actually cite you.

2026-05-16·14 min read·AI, RAG, training data

Building a web data pipeline for LLM training in 2026

A practical guide to collecting, cleaning, and shipping training data at scale — what works, what fails, and what to outsource.

2026-05-16·12 min read·sales intelligence, technographic, RevOps

Sales intelligence APIs in 2026: a buyer's guide to DNS, WHOIS, and technographic data

What technographic data really is, what it isn't, and how to pick between BuiltWith, ZoomInfo, Clearbit, and the new wave of API-first providers.

2026-05-16·11 min read·real estate, Zillow, anti-bot

Scraping Zillow in 2026: what works, what fails, what to do about it

An honest look at the bot defenses, embedded payload extraction, and the three working strategies for getting Zillow data into a production pipeline.