Blog
What actually works, what actually breaks, and what we’ve learned building this ourselves.
July 14, 2026 · 6 min read
The fear is reasonable — Instagram has cracked down hard on bots. But "automation" covers two completely different things, and only one of them is actually risky.
July 11, 2026 · 7 min read
The mechanics behind "comment LINK and I'll send it to you" — what actually happens between the comment landing and the DM arriving, and the decisions that change how well it works.
July 8, 2026 · 6 min read
AI chat tools can now take real actions in other apps through something called MCP. Here's what that actually means, and what posting to Instagram through it looks like in practice.
July 6, 2026 · 5 min read
If a post with 20+ comments only shows a handful, it's not a bug — it's Instagram's own spam detection. Here's exactly what triggers it and what actually helps.