Content Engine → FAQ
Everything you need to know before launching your first content pipeline.
Content Engine uses Retrieval-Augmented Generation (RAG) — before writing anything, the engine searches your indexed documents, brand guidelines, and existing content library. Every factual claim in the output is grounded in a source document you provided. If no source exists, the engine flags the gap rather than inventing information. This is fundamentally different from a general-purpose LLM that draws on internet-scraped training data and confidently states things that are false.
You upload a sample set of your best existing content — blog posts, emails, LinkedIn articles, whatever represents your voice at its best. The engine analyzes vocabulary patterns, sentence length distributions, tone markers, and stylistic preferences. It creates a voice profile that persists across all future generation runs. You can create multiple profiles for different contexts — a technical voice for developer docs and a warmer voice for customer-facing content — and switch between them per campaign.
From a single topic brief, Content Engine generates: long-form blog posts (1,000–3,000 words), LinkedIn articles, Twitter/X threads, email newsletter sections, executive summaries, and social media captions. All from one workflow run. This means you write a brief once and get a full week's worth of channel-appropriate content ready for review.
Current native integrations include WordPress, Webflow, Ghost, Contentful, and Sanity for CMS publishing. For social channels, the engine connects to LinkedIn, Twitter/X, and email platforms (Mailchimp, ConvertKit, Beehiiv). Channel scheduling integrations via Buffer and Hootsuite are in active development. All publishing is handled through N8N automation workflows — if your platform supports an API or webhook, a custom N8N connector can be built for it.
N8N is an open-source workflow automation platform — similar to Zapier or Make, but self-hosted and code-extensible. Content Engine uses N8N as its automation backbone, which means every content pipeline is a visible, editable workflow rather than a black box. You can inspect exactly what triggers generation, where content goes after review approval, and how channels are sequenced. We include pre-built N8N templates for the 10 most common content scenarios so you can get started without building from scratch.
Yes — this is the default behavior. Every generated piece enters an editorial review queue. You see the AI draft alongside any edits you make, with full diff tracking. You approve, edit inline, or reject and request a regeneration. Nothing publishes without human approval unless you explicitly configure a fully automated “hands-free” publishing mode for specific low-stakes channels like social media.
A single piece — full blog post plus all derivative social formats — typically generates in 2–4 minutes. A batch of 50 pieces queues as parallel generation jobs and completes in 30–90 minutes depending on document retrieval complexity and format count. Content calendar generation for a full month (typically 80–120 pieces) runs overnight.
Yes. Content Engine has been used to generate developer documentation, API reference summaries, technical blog posts, and product changelog announcements. When your knowledge base includes code repositories, technical specs, and internal documentation, the RAG layer can draw directly from those sources. The voice calibration works for technical registers as well — it can match a precise, jargon-accurate technical tone if that is what your samples demonstrate.
Both modes are supported. Manual mode: you submit a brief per piece. Automatic mode: the engine pulls topics from signal sources you configure — product changelog entries, competitor content monitors, inbound search keyword reports, your content calendar spreadsheet, or any external API via N8N trigger. Fully automated content calendars are possible for teams that want to minimize editorial overhead.
Content Engine is available on the Starter plan ($29/mo) and above. The Starter plan includes up to 200 generated pieces per month and 3 publishing channels. The Pro plan ($99/mo) removes generation limits, unlocks all channels, and enables bulk generation runs. Teams with custom needs can reach out for volume pricing, dedicated infrastructure, and custom SLA arrangements. Early access users receive locked-in pricing for the lifetime of their subscription.
Still have questions?
Every content workflow is different. Our team can walk through your publishing stack and confirm Content Engine is the right fit.
Pricing details available at /pricing
