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Content Agent Gestorías

Effortless SEO: daily optimized articles for your directory

The content engine that makes the impossible possible: unique articles for 2,945 gestorías, SEO optimized, automatically published.

2,825

SEO keywords indexed

with volume, difficulty and intent

36/día

Content pieces

6 articles + 30 social posts

5

Social platforms

LinkedIn, Facebook, X, Instagram, Threads

The Challenge

With 2,945 gestorías, manual content creation is impossible. Without unique content, Google won't rank. Without ranking, no traffic.

The Approach

Pipeline generating 8 daily pieces: 2 educational articles + 2 reviews with real Google Maps data + 4 social posts. All SEO optimized.

Architecture

01

LLM-as-Judge with 6-category rubric and 70/100 quality threshold

02

Zero-API deduplication: Jaccard keyword similarity algorithm (45% threshold)

03

Single-call social generation: 5 platform posts in one Claude call instead of 5 separate calls

04

Prompt caching on 4,096+ token system prompts: ~80% effective cost reduction

05

8 rotating article formats to avoid repetition

Key Technical Decisions

LLM-as-Judge for quality gates: 6-category rubric, articles below 70 regenerated with improvement prompts

Zero-API Jaccard deduplication: keyword similarity without embedding cost

Single-call social generation: 80% cost reduction vs. 5 separate calls

Prompt caching for 4,096+ token prompts: ~80% effective cost reduction

How It Was Built

Fully autonomous pipeline operating daily without human input. Fetches news from 4 sources, scores relevance with AI, generates 6 SEO-optimized articles, evaluates each with LLM-as-Judge (0-100 rubric, 70 threshold). Publishes to Sanity with Portable Text, generates 5 per-platform posts in a single Claude call, and schedules 30 daily posts. Sends personalized outreach to featured gestorías.

Results

The system produces 2,190 articles per year at full capacity. Each targets a different long-tail keyword from a 2,825-keyword database covering freelancers, companies, and gestoría services. Runs for less than a daily espresso, covering what would be a full content operation.

Tech Stack

Next.js 16Claude HaikuApifySanity CMSSupabase pg_cronLate APIUnsplash

What you get

  • Scale the impossible - unique content for almost 3,000 gestorías without manual writing
  • Authentic reviews that build trust - real Google Maps data, not fabricated
  • Grow on social without spending time - automatic posts on Facebook, LinkedIn and Reddit
  • Professional images included - every article has attractive Unsplash visuals
  • Optimal timing publishing - your posts go out when your audience is active