review-sentiment-tracker
light purple
#293 / 601
NAME
review-sentiment-tracker — Two-step: local sentiment first; only negative reviews escalate to cloud reasoning for theme analysis.
SYNOPSIS
id review-sentiment-tracker
tier light-purple
section §9. Light purple — cloud reasoning (51 baseline, 86 post-matrix)
trigger event:new-review
tools etsy/reviews, sakura/decide, sakura/cloud-reason
source new
DESCRIPTION
Cheap local classifier reads the tone first. Only the genuinely negative messages escalate to cloud reasoning for deeper read. Saves API spend on the everyday-friendly stuff.
Two-step: local sentiment first; only negative reviews escalate to cloud reasoning for theme analysis.
MECHANISM
;;~ title "Review sentiment tracker" ;;~ author "lacuna" ;;~ version 1 ;;~ mode automation ;;~ flavor light-purple ;;~ id review-sentiment-tracker ;;~ trigger event:new-review ;;~ touches () ;;~ summary "On a new review, score sentiment and surface the theme (shipping, fit, quality, communication)." ;; Two-step: local sentiment classification first (cheap, fast). If ;; the review is below 4 stars OR sentiment is negative, escalate the ;; theme analysis to Sonnet so the operator sees the why, not just ;; the what. (cart 'review-sentiment-tracker '((author . "lacuna") (version . 1) (read-only . #t))) (define (start ctx) (let ((review (ctx-get 'review ctx))) (if (null? review) (escalate 'missing-review null) (next 'classify ctx)))) (define (classify ctx) (let ((review (ctx-get 'review ctx))) (act 'sakura/decide (list 'task 'classify-review-sentiment review) 'check-classify))) (define (check-classify ctx) (let ((r (ctx-result ctx))) (cond ((null? r) (escalate 'sakura-empty null)) ((eq? r 'positive) (next 'announce (ctx-set 'sentiment r ctx))) ((eq? r 'neutral) (next 'announce (ctx-set 'sentiment r ctx))) ((eq? r 'negative) (next 'theme (ctx-set 'sentiment r ctx))) (else (escalate 'sakura-garbled null))))) (define (theme ctx) (let ((review (ctx-get 'review ctx))) (act 'sakura/cloud-reason (list 'task 'review-theme-analysis review) 'check-theme))) (define (check-theme ctx) (let ((r (ctx-result ctx))) (cond ((null? r) (escalate 'cloud-empty null)) ((not (string? r)) (escalate 'cloud-garbled null)) ((eq? r 'cloud-quota-exhausted) (escalate 'cloud-quota null)) ((eq? r 'cloud-consent-required) (escalate 'cloud-consent null)) (else (next 'announce (ctx-set 'theme r ctx)))))) (define (announce ctx) (done))
EXAMPLES
Example forthcoming —
docs/automations/examples.json entry editable in place.TIER
light purple
cloud reasoning · cents per call
FITNESS
Almost there
Works on smaller shops too; the answer sharpens as you collect more sales.
SEE ALSO
- voice-faithful-rewrite
- translate-listing-faithful
- brand-story-revise
- listing-tone-shift
- product-line-naming
- descriptive-rewrite-multiparagraph
- seo-title-rewrite
- listing-summary-marketing
- etsy-tagline-shop
- write-customer-recovery-message
- draft-customer-message-polished
- draft-refund-message
- draft-shipping-delay-note
- draft-custom-order-quote
- draft-policy-explanation-to-buyer
- draft-thank-you-warm
- draft-vacation-message
- draft-restock-announcement
HISTORY
canonical source: curator/docs/AUTOMATIONS-CANONICAL.md · §9-light-purple-cloud-reasoning-51-baseline-86-post-matrix
last regenerated: 2026-06-05 20:31 UTC (mechanical — edits land in the MD or sidecars, not here)
KNOWN BUGS
(none recorded — flag in AUTOMATIONS-CANONICAL.md or open an issue against the cart file)