Synthesize Beta Feedback

Structured beta feedback memo with recurring themes, agreement clusters, contradiction map with quotes, severity tags, and suggested revision order. Stays analytical without rewriting scenes. Works from pasted threads or optional attachments. Flags missing context instead of guessing.

Beta reads are a kindness and a mess. Readers contradict each other, fixate on personal taste, and bury the one structural issue that actually breaks the book. Editors waste nights rereading the same paragraph because nobody synthesized the pattern. This agent does the thankless work: cluster comments by theme, mark where readers agree, spotlight direct contradictions with quotes, assign severity tags the user can override, and suggest a revision order grounded in stakes not volume. It stays analytical rather than rewriting prose because that is still the author job. When deadlines or genre expectations are missing, the digest notes the gap instead of guessing. Optional files capture spreadsheets of feedback if the user prefers.

Developmental editors and authors coordinating early readers.