calqu tools

Pre-Publish Pattern Grader

Everything else is retrospective — analytics tell you a post flopped after it flopped. Paste a draft before you publish and see what its structure is actually doing.

Runs entirely in your browser. Your unpublished draft is never uploaded or stored.

This is a structural review, not a forecast. Nothing here estimates views, reach or engagement — no honest tool can. It reports what your draft's structure is doing against patterns we've observed.

Paste a draft above and press Check the structure.

Observed, never predicted

We show observed patterns with dates and frequency ranges. Nothing here forecasts how many views you'll get — virality is probabilistic and anyone claiming otherwise is guessing.

Credited, never appropriated

Every pattern links to its source. We analyze structure and use official platform embeds where available — we never rehost a creator's media or present anyone's work as a failure.

Modeled, never copied

Outputs are structural skeletons you fill in yourself. This tool cannot regenerate a near-copy of its source, by design. Structure is shareable; a specific post is not yours to reproduce.