Every article starts with real research
Jottler combines DataForSEO keyword intelligence with Firecrawl web scraping to power every article with genuine source material. 14+ sources crawled, real statistics extracted, competitor gaps identified — before a single word is written.
Start writing with real data →// research-pipeline
How the research pipeline works
Keyword Intelligence
DataForSEO pulls search volume, keyword difficulty, related terms, and People Also Ask questions for your target keyword. This data shapes every section of the article.
SERP Analysis
The agent analyzes the top 10-20 ranking pages for your keyword, identifying content gaps, common structures, word counts, and topics competitors cover.
Deep Web Scraping
Firecrawl extracts full-page content from 14+ authoritative sources — industry reports, blog posts, documentation, and news articles relevant to your topic.
Research Digest
Raw data is compressed into a structured 4,000-6,000 word research brief — the factual backbone every writing agent references during article generation.
// research-targets
What gets researched
Primary & secondary keywords
Search volume, difficulty, and semantic clusters from DataForSEO inform keyword targeting across every heading and section.
Competitor content analysis
Top-ranking articles are scraped and analyzed for structure, depth, topics covered, and content gaps to exploit.
Real statistics & data points
Industry stats, survey results, and benchmark data are pulled from live sources — never fabricated by the model.
Source citations & references
Every factual claim links back to its origin. The fact-checker verifies each citation before publication.
People Also Ask questions
Google's PAA data shapes FAQ sections and subheadings, capturing long-tail search intent within the article.
Entity & topic mapping
Related entities, brands, and concepts are identified to build topical depth that search engines reward.
// data-sources
Where the data comes from
DataForSEO
Enterprise-grade keyword data, search volumes, difficulty scores, SERP features, and People Also Ask questions — pulled via API in real time for every article.
Firecrawl
Full-page web scraping that extracts content from competitor articles, industry publications, documentation, and statistical sources — not just snippets.
Live SERPs
Real-time Google search results analyzed for ranking patterns, content structure, featured snippets, and content gaps your article can exploit.
// comparison
Manual research vs. Jottler
// FAQ
Research questions, answered
Stop guessing. Start researching.
Every Jottler article is built on a foundation of real data — not AI-generated filler.