E-commerce

AI Chatbot for questions about rejected or pending reviews

AI Chatbot for questions about rejected or pending reviews

July 1, 2026

"The bot says my review will be published tomorrow without checking." "The AI doesn't know why my comment was rejected." "The chatbot promises to force the publication while nothing changes." Three failures where a badly calibrated review moderation bot worsens distrust.

A retail review status AI chatbot reads the actual status, cites the categorized rejection reason, explains guidelines rules and guides resubmission, without promising forced publication or confusing moderation with published negative reviews.

This guide #868 covers intents bot_revmod_*, flow REVMODbot and KPI revmod_bot. Bot pair of the REVMOD playbook (#867). AI use case: tier 1 review moderation status and rules.

Summary

Why does a review status bot reduce moderation tickets?

Pending, rejected, or expired delay review: the customer wants an immediate response in plain language. A calibrated bot reads REVMOD-MAP #867, quotes status_copy and refusal_reason_copy, without NO-FORCE-PUBLISH violation or confusion with negative review response #93.

What the bot resolves tier 1 review moderation

  • Display status: status_copy pending published rejected map

  • Explain rejection: refusal_reason_copy understandable category map

  • Communicate delay: eta_copy SLA moderation map

  • Guide resubmission: resubmit_copy guidelines link map

  • Customer support handoff: #867 payload revmod_* complex delay

REVMODbot vs REVMOD #867, NEGREV #93, PROOFbot #226 and COLLECT #92

Six review contents, six distinct angles on the client side.

Quick matrix

Pipeline: #868 bot tier 1 status → #867 agents execute RM-5 ESCALATE if SLA delay is exceeded.

Which bot_revmod_* intents should be configured?

Eight review moderation bot intents mapped to revmod_* typologies #867.

Eight bot_revmod intents

  • bot_revmod_status : status_copy review status map

  • bot_revmod_pending : eta_copy pending review map

  • bot_revmod_why_refused : refusal_reason_copy refusal reason map

  • bot_revmod_rules : rules_copy publishing charter map

  • bot_revmod_resubmit : resubmit_copy correct resubmit map

  • bot_revmod_delay : escalate_copy SLA delay exceeded map

  • bot_revmod_negrev_reroute : published review CS → NEGREV #93

  • bot_revmod_handoff : complex → REVMOD867-HANDOFF-BOT

Force publication or override moderation API → human handoff #867 RM-5 only. Bot status explain only.

How should I consume REVMOD-MAP #867?

The bot reads REVMOD-MAP #867 + bot fields: status_copy, eta_copy, refusal_reason_copy, rules_copy, resubmit_copy, edit_copy, escalate_copy, limits_copy, negrev_reroute_copy.

Guardrails for sensitive review moderation

  • REVMOD-MAP-GROUNDED-BOT: status answer from map only

  • STATUS-FIRST-BOT: status_copy lookup before any answer

  • NO-FORCE-PUBLISH-BOT: never promise forced publication

  • NO-OVERRIDE-MOD-BOT: do not modify bot API moderation decision

  • RULES-COPY-BOT: rules_copy guidelines before argumentation

  • NEGREV-REROUTE-BOT: published negative customer service review → NEGREV #93

  • REVMOD867-HANDOFF-BOT: SLA delay exceeded → #867 RM-5 agents

REVMODBOT-SUP policy in six rules

Six rules for responsible review moderation bots.

  1. STATUS-FIRST-BOT: lookup real status before explanation

  2. NO-FORCE-PUBLISH-BOT: do not promise a guaranteed publication date

  3. NO-OVERRIDE-MOD-BOT: do not override bot moderation rejections

  4. REFUSAL-CATEGORY-BOT: categorized reason only, no raw technical filter

  5. RESUBMIT-GUIDE-BOT: resubmit_copy if policy allows

  6. NEGREV-REROUTE-BOT: published unhappy review → #93 not moderation

REVMODbot Flow RMB-1 to RMB-8

Eight-step moderation bot flow: embedded page, review submission, account status.

  1. RMB-1 Classify: bot_revmod_* detect keyword review pending refused published moderation

  2. RMB-2 Lookup: review status email order from read-only map

  3. RMB-3 REVMOD-MAP: status eta refusal_reason rules resubmit

  4. RMB-4 Explain: TPL-REVMODbot-STATUS based on intent

  5. RMB-5 Guardrail: NO-FORCE-PUBLISH NO-OVERRIDE-MOD NEGREV-REROUTE

  6. RMB-6 Respond: TPL-REVMODbot max 3 grounded sentences

  7. RMB-7 Handoff or close: #867 #93 payload or close understood OK

  8. RMB-8 Log: intent status_first force_publish_blocked negrev_rerouted handoff Y/N

Example TPL-REVMODbot-STATUS

"[status_copy map.] [eta_copy map if pending.] [rules_copy map optional.] STATUS-FIRST-BOT."

TPL-REVMODbot templates and touchpoints

Four short templates for review moderation embed.

TPL-REVMODbot-STATUS

[status_copy map.] [eta_copy map.] REVMOD-MAP-GROUNDED-BOT.

TPL-REVMODbot-REFUSED

[refusal_reason_copy map.] [resubmit_copy map if eligible.] REFUSAL-CATEGORY-BOT.

TPL-REVMODbot-RULES

[rules_copy map.] [resubmit_copy map.] RULES-COPY-BOT.

TPL-REVMODbot-DELAY

[eta_copy map.] [escalate_copy map.] REVMOD867-HANDOFF-BOT if SLA exceeded.

Touchpoints

  • Review submission confirmation page: bot_revmod_pending proactive

  • Review refused keyword: bot_revmod_why_refused trigger

  • Review status keyword: bot_revmod_status priority

  • Where is my review? footer: bot_revmod_status proactive

Edge cases and reroutes

Five cases outside tier 1 bot moderation standard review.

Essential revmod_bot KPIs

Five REVMODbot management metrics.

  • revmod_bot_status_deflect: closed understood without agent repeat 7d

  • revmod_bot_status_first_rate: STATUS-FIRST / total status questions

  • revmod_bot_force_publish_violations: audit target publication promise 0

  • revmod_bot_resubmit_guided_rate: % refused with resubmit_copy tracked

  • revmod_bot_handoff_rate: escalate #867 / total revmod bot

Target: revmod_bot_force_publish_violations 0 and revmod_bot_status_first_rate greater than 95%.

REVMODbot anti-patterns

Five common mistakes in bot review moderation.

  1. Promising publication tomorrow: NO-FORCE-PUBLISH eta_copy without guarantee

  2. Inventing status without lookup: STATUS-FIRST map read-only mandatory

  3. Canceling bot moderation rejection: NO-OVERRIDE-MOD handoff #867

  4. Confusing pending with published negative review: NEGREV-REROUTE #93

  5. Skipping rules before contested rejection: RULES-COPY before argumentation

REVMODbot with Qstomy

Qstomy on Shopify: detect bot_revmod intent, REVMOD-MAP RAG grounded, NO-FORCE-PUBLISH guardrail submission page, enriched handoff #867 tier 2 ESCALATE moderation.

Pipeline: #868 bot status tier 1 → #867 agents execute RM-5 if delay or dispute.

Scenario: beauty DTC, reviews pending 12 days. Bot #868 status + eta, agents ESCALATE moderation. revmod_bot_status_deflect 84%, force_publish_violations 0 in 4 weeks.

Explore AI support and request a demo.

Checklist, FAQ and going further

REVMODbot Checklist (8 steps)

  1. Sync REVMOD-MAP #867: RAG bot moderation embed review submission page

  2. Policy REVMODBOT-SUP: 6 rules STATUS-FIRST NO-FORCE-PUBLISH NO-OVERRIDE-MOD

  3. 8 intents bot_revmod_*: flow RMB-1 to RMB-8

  4. 4 templates TPL-REVMODbot-*: STATUS REFUSED RULES DELAY

  5. Block mod override API write: bot read-only no publication write

  6. Red team 15 prompts: promise publish invent status override refusal skip rules

  7. Footer Where is my review?: bot_revmod_status trigger embed

  8. Dashboard KPI: revmod_bot_* section 9 force_publish_violations status_first

FAQ

Difference #867?
#867 = agents lookup ESCALATE RM-5. #868 = bot tier 1 rules status without override.

Difference #93?
#868 = moderation before publication. #93 = replying to negative review already online.

Does the bot force publication?
No. NO-FORCE-PUBLISH-BOT. REVMOD867-HANDOFF if contested.

Review refused, what to do?
bot_revmod_why_refused TPL-REFUSED + resubmit_copy if charter allows.

Going further

This week: deploy Where is my review embed footer, red team force_publish_violations audit, sync bot_revmod_pending test submission confirmation page.

Enzo

July 1, 2026

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