Content production automation

15 minutes per video. Down from 4-8 hours. 14-day sprint.

Your content team has more ideas than bandwidth. An AI pipeline handles scripting, visuals, voice-over, and publishing so they can focus on strategy.

15 min
Per video (was 4-8 hours)
95%
Lower production cost
10x
Posting frequency
300%
Growth in organic reach
The bottleneck

"We know we need to post daily. We can barely manage three times a week."

Short-form video is the highest-ROI content format right now. Every agency and brand team knows it. The problem is production speed. A single 60-second video takes 4 to 8 hours when you add up scripting, sourcing visuals, editing clips, recording voice-over, adding captions, formatting for each platform, and actually publishing it.

At that pace, a two-person content team maxes out at 5-10 videos per week. Meanwhile, the accounts winning on TikTok and Reels are posting 2-3 times per day. The gap is not creativity or strategy. It is production throughput.

Hiring more editors does not fix the bottleneck. It just makes it more expensive. Each new hire adds capacity linearly while costs scale the same way. The economics only work if you change how the content gets made.

What Calyber builds

AI content pipeline + automated distribution. One sprint.

Two systems that multiply your content output: a production pipeline that creates videos in minutes, and a distribution engine that publishes to every platform on schedule.

AI content pipeline

n8n workflow that takes a topic and produces a finished short-form video. AI writes the script, generates images via Midjourney, converts them to video clips with RunwayML, adds voice-over through ElevenLabs, and assembles the final cut. Your team reviews and approves. The pipeline handles the grunt work.

15 min per video
vs. 4-8 hours of manual production

Content calendar automation

n8n workflow manages your publishing schedule across every platform. Content is formatted to each platform's specs automatically, posted at optimal times, and tracked in a central dashboard. Google Sheets acts as your content calendar. Your team adds topics and approves drafts. Everything else runs on its own.

10x posting frequency
same team, automated distribution
n8n ElevenLabs Midjourney RunwayML Buffer YouTube API TikTok API Instagram API Google Sheets
How it ships

Scoped, built, and running in 14 days.

01

Scope call

30 minutes. We map your current content workflow, identify which formats to automate first, confirm your platforms and tools, and define exactly what the sprint delivers. You know the cost and timeline before committing.

02

14-day build

Full team activated: PM, senior developer, QA. The content pipeline is configured with your brand voice, visual style, and publishing schedule. AI voice profiles are trained. Distribution workflows connect to your platforms. Mid-sprint review on Day 5.

03

Handoff

Working system in production. Videos are being generated and published on Day 14. Full documentation so your team can adjust topics, styles, and schedules without Calyber. You own the entire pipeline.

See the full content production case study
Common questions

Content production automation FAQ

Short-form video (TikTok, Reels, Shorts), social media posts, blog draft generation, and newsletter content. The pipeline handles scripting, image generation, video assembly, voice-over, and publishing. Long-form documentary or highly produced brand films are not a fit. This is built for volume content that follows a repeatable structure.
Yes. AI handles production work: assembling visuals, generating voice-overs, scheduling posts. Your creative team handles strategy, brand direction, and the ideas that actually make content worth watching. Think of it as removing the bottleneck between "good idea" and "published post." Your team spends more time on creative decisions and less time on rendering and uploading.
Yes. During the sprint, we configure the AI with your brand guidelines, tone examples, visual style preferences, and content rules. The system learns from your existing content library. Output still goes through your approval before publishing. The AI produces drafts that match your voice, not final content that bypasses your team.
YouTube, TikTok, Instagram, LinkedIn, Twitter/X, Facebook, and WordPress or any blog with an API. The publishing step is automated via n8n. Content is formatted for each platform's specs and posted on your schedule. You can add new platforms after the sprint by connecting additional API integrations.
API costs only. For most teams producing 20-40 pieces of content per week, that runs $50 to $200 per month across AI generation, voice synthesis, and hosting. No recurring Calyber fees. You own the n8n workflows and can modify them yourself.

Start your content production sprint.

Tell us what content you are producing and where production time gets stuck. We will tell you what one sprint can automate and what it will cost. 30-minute call, no commitment.

Get your sprint scoped