HiveAngle studies a community's real history, then ranks 12 approaches to your post idea, plus your own, so you write the version most likely to land. You always write the post.
Get your first review freeDelivered within 24 hours. In exchange for a 10-minute feedback call.
Three steps. You spend five minutes; we spend about thirty.
Pick a target community, describe your idea in a few sentences, list the facts you can back up, and add the angle you'd normally take.
We pull the community's history, evaluate every post with the same narrow questions, and fit a model on real engagement, not guesses.
A one-page report: approaches that have worked there, approaches to avoid, and untested angles worth trying, with your own angles ranked inside each.
Choosing an angle means weighing a safe bet, things to avoid, and a chance to stand out. The report gives you all three.
Approaches with 15+ past posts whose typical engagement beats the community median. Your angles that use them, ranked.
Approaches that consistently underperform or break the community's rules. Flagged on your own angles when they land here.
Approaches almost nobody has used in this community, with an honest predicted range and upside. Labelled as experiments.
Zero-shot models pick the more engaging post about 50% of the time, near chance. Models trained on real engagement reach 67-72% (arXiv 2403.09702). So HiveAngle never asks an LLM "will this crowd like it?" It asks narrow, checkable questions about thousands of real posts, then learns what actually correlates with engagement in your target community.
Your first review is free: 12 ranked angles for one idea and one community, delivered by email within 24 hours. After that, founding members get 30 days of reviews (about 5) for $19-29, with a full refund if it's not useful. Rate locked for 12 months for the first 20 members.
Request a free reviewLaunching with Hacker News, Bluesky and Dev.to. More communities added weekly.
Never. It suggests angles and ranks approaches; you write in your own voice. That keeps you inside every community's rules about AI-generated text.
Hacker News, Bluesky and Dev.to at launch. Communities are analyzed once and cached, then refreshed every 30 days, so repeat requests return in about a minute.
Your rough idea (1-3 sentences), the facts you can back up, your target community, any disclosure (like "I built this"), and optionally the 1-2 angles you'd normally take. Those get scored alongside the 12 we suggest, so you see directly whether the tool beats your intuition.
Paste the post URL back to us. We check its results at 24 hours and 7 days, and every real post makes the model sharper for that community.
Founders about to launch, devtools marketers, and anyone posting for clients who wants evidence for the angle instead of a guess.