Case study · Açaí

How one operator runs the Açaí content engine on TikTok Monitor

Açaí is our AI nutrition tracking app. Its TikTok account is run by one person — the same person who built TikTok Monitor. Here's what the daily loop looks like, and why we productized the tool after it 10x'd our own output.

200+
Slideshow posts shipped
Across fitness, food, and founder niches — all on the same pipeline. No agency, no editor in the loop.
1
Person running the engine
Discovery, remix, edits, posting — all by the founder. The whole content org is a laptop and a Claude key.
~12 min
Per finished slideshow
Versus four hours hand-cutting. The 20x speedup is what made shipping daily realistic in the first place.
“The whole product exists because I was tired of being the bottleneck on our own content. I built the tool I needed; turns out other operators needed the same thing.”
Sadi Saydam
Founder, Edgecase Labs
The loop

Before vs after

Same operator, same brand, same posting cadence target. The difference is one tool.

Before TikTok Monitor

  • Manually scrolling TikTok looking for trends
  • Screenshotting competitor slideshows
  • Rebuilding the slide structure in Canva
  • Writing every caption from scratch
  • Sourcing every image from stock or shoots
  • ~4 hours per finished slideshow
~4 hours per finished slideshow · burnout-prone

With TikTok Monitor

  • Run a Hashtag Goldmine scrape (1 min)
  • Open Slideshow Vault, triage on kanban (3 min)
  • Click Send to Opus on the best one
  • Pipeline returns brand-on-message remix (~5 min)
  • Open slide editor, swap one image, tweak hook
  • Export PNGs and upload to TikTok
~12 minutes per finished slideshow · daily sustainable

What actually moved the needle

Velocity-ranked discovery

Most discovery tools rank by total views, which surfaces yesterday's winners. Hashtag Goldmine ranks by 24h velocity, so we ship on the way up — not after the trend peaks. That alone is half the engagement uplift.

AI remix that respects the brand

The Opus pipeline doesn't just rewrite — it reads the source structure, plans a new angle for our brand voice, and writes from scratch. We've never had a remix posted that needed a wholesale rewrite. Maybe one image swap, occasional hook polish, and it's out.

The slide editor closes the loop

The thing every AI content tool gets wrong: you generate something and now you're back in Canva or Figma to fix the one thing that's off. We built the editor inline so the loop never breaks. Open, swap, export, post.

Run your own content engine

Same pipeline, same speedup. Bring your own Anthropic key and you only pay us for the platform.