Automation & AI.
We build automated systems that run your operations without constant human intervention. Content generation pipelines, workflow orchestration, email automation, data extraction, AI agent deployment, and custom browser extensions — all on infrastructure you own.
We use AI ruthlessly for data extraction, content generation, and workflow automation. But AI output without human review creates what we call "Ghost Sites" — bloated, generic, and penalized by search engines. We step in where AI breaks down: debugging hallucinated output, fixing broken logic, and ensuring every piece meets E-E-A-T quality standards.
AI as Engine, Not Driver
AI generates first drafts, extracts data, and automates routine decisions. Humans review, refine, and approve. Every automated output has a quality checkpoint before it reaches your audience.
24/7 Autonomous Operation
Pipelines run on schedule without human triggers. Content publishes, emails send, data syncs, reports generate — all autonomously. Human intervention only when the system flags anomalies.
Sovereign Infrastructure
Your automation pipelines run on your infrastructure. No third-party services processing your proprietary data. n8n self-hosted, models running locally, databases you control.
Eight tools we build with.
Every tool is chosen for a specific role in the automation stack. We don't use platforms that process your data on their servers — everything runs on infrastructure you control.
n8n
Workflow EngineOpen-source workflow automation that connects any API to any other API. We build custom n8n pipelines that orchestrate multi-step business processes — lead capture to CRM to email sequence to Slack notification — without writing custom code for every integration.
Self-hosted on your infrastructure. Your data never passes through a third-party automation platform. We configure custom nodes, error handling, webhook triggers, and scheduled executions. Unlike Zapier, there are no per-task fees and no vendor lock-in.
OpenClaw
AI Agent OrchestrationOur custom AI agent orchestration system. OpenClaw bridges large language models with structured business workflows — turning natural language instructions into multi-step automated tasks with validation checkpoints.
Used internally for content generation pipelines, data enrichment workflows, and customer communication automation. Each agent has defined capabilities, error boundaries, and human-review triggers for high-stakes outputs.
OpenAI & Anthropic APIs
Language ModelsDirect API integrations with GPT-4, Claude, and specialized models for content generation, document analysis, code review automation, and conversational interfaces. We don't use wrapper services — we integrate directly with provider APIs for maximum control.
Token-level cost optimization. Structured output formatting with JSON schemas. Function calling for tool use. Streaming responses for real-time UX. Rate limiting and fallback chains across multiple providers. Content filtering and safety guardrails for production deployments.
newspaper4k & Scrapy
Data ExtractionHigh-fidelity web data extraction for automated content pipelines. We pull structured data from news sources, competitor sites, public databases, and APIs at scale — then clean, normalize, and feed it into your application.
newspaper4k for article extraction (title, body, images, publish date, author). Scrapy for complex multi-page crawls with pagination, authentication, and rate limiting. Custom parsers for non-standard page structures. Output to JSON, CSV, or directly into your database.
Resend & Email Infrastructure
Transactional EmailTransactional and marketing email infrastructure with full deliverability engineering. SPF, DKIM, DMARC configuration. Bounce handling. Engagement tracking. Automated warm-up sequences for new sending domains.
We use Resend for its React-based email templating and deliverability focus. For high-volume senders, we configure AWS SES with dedicated IPs and reputation monitoring. Every email system we deploy includes engagement analytics and list hygiene automation.
Modal
Serverless GPU ComputeServerless GPU computing for AI workloads that can't run on CPUs. Custom model inference, image generation, video processing, and heavy batch jobs — deployed on Modal's auto-scaling infrastructure with pay-per-second billing.
We deploy custom Docker containers on Modal for production inference. Cold starts under 2 seconds for most workloads. Used for our news pipeline's image generation, the Daily GNP's automated visual creation, and custom fine-tuned model hosting.
Ollama & Local Models
Self-Hosted AIFor organizations that can't send data to external APIs — we deploy open-source language models locally using Ollama. Llama 3, Mistral, Qwen, and specialized models running entirely on your hardware.
Complete data sovereignty. No API costs. No rate limits. Trade-off: requires dedicated GPU hardware (or Modal for serverless GPU). We configure model selection, prompt optimization, and output validation pipelines. Ideal for sensitive document processing, internal code review, and proprietary data analysis.
Puppeteer & Playwright
Browser AutomationHeadless browser automation for tasks that require real browser rendering — screenshot generation, PDF creation, social media posting automation, and testing flows that interact with JavaScript-heavy applications.
We build custom automation scripts that navigate authenticated pages, fill forms, extract rendered content, capture screenshots at specific viewpoints, and generate PDFs from dynamic pages. Used in our news pipeline for social image generation.
Six categories of automation.
Every system below is custom-engineered for specific operational needs. These are not generic Zapier workflows — they're production pipelines running on sovereign infrastructure.
Technical Detail
Our pipeline uses newspaper4k for source extraction, Ollama/OpenAI for content generation, Modal for image creation, and n8n for orchestration. Every piece passes through human review before publishing. The system handles keyword extraction, category classification, SEO metadata generation, and cross-platform formatting automatically.
Technical Detail
Postera is an email infrastructure tool we built for our own operations and now offer to clients. It handles domain authentication (SPF/DKIM/DMARC), warm-up sequences for new domains, engagement-based segmentation, and automated list hygiene. Built on Resend with custom analytics dashboards.
Technical Detail
Typical workflows: Form submission → Slack notification + CRM entry + Welcome email. Invoice overdue → Reminder email + Escalation to account manager + Dashboard update. New user signup → Onboarding sequence + Trial activation + Usage monitoring.
Technical Detail
Each agent has defined input schemas, processing steps, output validation, and escalation triggers. If confidence drops below threshold, the task is routed to a human. We implement guardrails against hallucination, cost monitoring per-task, and A/B testing for prompt variations.
Technical Detail
SEO Briefs extracts SERP data, competitor content structures, keyword signals, and technical SEO metrics — then synthesizes actionable briefs for content teams. The extraction pipeline handles rate limiting, proxy rotation, error retry logic, and data validation before storage.
Technical Detail
We build with the Chrome Extension Manifest V3 API. Service workers for background processing, content scripts for page modification, popup UIs with React, and secure communication with backend APIs. Used for internal CRM quickview, competitor tracking, and content research workflows.
What should you automate first?
We'll audit your current operations, identify the highest-ROI automation opportunities, and build a phased implementation plan. Most projects see measurable time savings within the first 2 weeks.