Field notes from building Sembra.
What we’re learning building systems that handle content distribution in your voice.
AI Content Repurposing Tools: 2026 Comparison
AI content repurposing tools 2026 compared: input modality, brand voice depth, amplification vs reformatting, and the algorithm penalty changing buyer criteria.
Read →
Platform-Optimized Content Strategy: The Complete Guide for 2026
A platform optimized content strategy beats cross-posting in 2026 — the LinkedIn, X, and Instagram algorithm data that makes per-platform shaping essential.
Read →
Social Media Consistency vs Quality: What Platform Algorithms Actually Reward in 2026
The social media consistency vs quality debate is misframed. Here's what 2026 algorithm data actually shows about posting frequency, reach, and the real bottleneck.
Read →
The Content Amplification Guide for Small Teams
A content amplification guide for small teams: what it is, how it works, the best strategies, and why generation is the real bottleneck, not distribution.
Read →
How Many Social Posts From One Blog Post Can You Get?
How many social posts from one blog? A typical 1,500-2,500-word post yields 10-15 strong platform-native posts — and why bigger numbers usually mean paraphrase.
Read →
Content Amplification vs Repurposing: What's the Difference?
Content amplification vs repurposing: repurposing reformats one piece 1:1; amplification extracts 15-25 distinct, platform-native posts from a single source.
Read →
How Do You Teach AI Your Writing Voice? Building Brand Voice Extraction for Sembra
How we built AI brand voice extraction that reads your writing and captures how you actually sound — not how you think you sound.
Read →
The AI Purpose Gap: How We Got Our Content Pipeline From 24% to 83% Instruction Compliance
Three prompt engineering iterations took Sembra's content pipeline from 24% to 83% LLM instruction compliance. Here's what actually worked.
Read →
Why I'm Building Sembra: From Frustrated Engineer to Content Amplification Founder
I wanted to create content but couldn't justify 10+ hours/week on manual repurposing. Here's why I'm building Sembra—a tool that amplifies content, not just summarizes it.
Read →