E-commerce
July 1, 2026
"The bot says it's normal to have a VIP offer by mistake." "The AI downplays my report without a workaround." "Chatbot confuses a pricing bug with a recommendation I just don't like." Three failures where a miscalibrated, erroneous personalization bot worsens frustration.
An e-commerce personalization correction AI chatbot recognizes the error, collects structured reports, suggests a workaround map, and escalates to operations if the price is wrong, without modifying the API engine or confusing a bug with a bad recommendation #440.
This guide #864 covers intents bot_autopers_*, flow AUTOPERSbot, and KPI autopers_bot. Companion bot of the AUTOPERS playbook (#863). AI usecase: tier 1 feedback and correction of erroneous personalization.
Summary
Why does a custom error feedback bot reduce tickets?
Incorrect VIP offer, false dynamic price or erroneous email merge: the customer wants a quick report and an immediate solution. A calibrated bot reads AUTOPERS-MAP, cites acknowledge_copy, collects segment URL, without NO-MINIMIZE violation or algorithm defense.
What the bot resolves tier 1 personalization error
Recognize error: acknowledge_copy validate map report
Collect context: report_fields URL screenshot segment map
Propose workaround: workaround_copy manual code link map
Escalate ops: escalate_copy if checkout price is wrong map
Handoff customer service: #863 complex autopers_* payload
AUTOPERSbot vs AUTOPERS #863, IRECObot #440, PERFPREFbot #858 and transparency #860
Seven pieces of content, seven distinct customer personalization angles.
Quick matrix
#864 AUTOPERSbot: tier 1 bot reporting workaround escalate handoff
#863 AUTOPERS: ops agents workaround AP-5 CRM segment
IRECObot #440: poor quality reco distinct from technical bug
PERFPREFbot #858: profile prefs distinct from engine error
OVERPERSbot #856: intrusive discomfort distinct from display bug
CONSENTbot #862: consent reco distinct from execution error
Anti-hallucination #123: policy map whitelist do not invent LLM fix
Pipeline: #864 bot collect tier 1 → #863 agents execute AP-5 or ops if P1 price.
Which bot_autopers_* intents should be configured?
Eight bot error personalization intents mapped to autopers_* typologies #863.
Eight bot_autopers intents
bot_autopers_report: report_fields general report map
bot_autopers_wrong_offer: wrong_offer_copy promo segment map
bot_autopers_wrong_price: wrong_price_copy price checkout map
bot_autopers_workaround: workaround_copy immediate solution map
bot_autopers_escalate: escalate_copy ops ticket map
bot_autopers_repeat: repeat_unfixed ops priority map
bot_autopers_ireco_reroute: quality only u2192 IRECObot #440
bot_autopers_handoff: complex u2192 AUTOPERS863-HANDOFF-BOT
Fix API personalization engine u2192 human handoff #863 AP-5 only. Bot workaround collection only.
How to consume AUTOPERS-MAP #863?
The bot reads AUTOPERS-MAP #863 + bot fields: acknowledge_copy, report_fields, workaround_copy, escalate_copy, fix_eta_copy, segment_check_copy, wrong_offer_copy, wrong_price_copy, ireco_handoff_copy.
Guardrails sensitive personalization error
AUTOPERS-MAP-GROUNDED-BOT: error response from map only
ACKNOWLEDGE-FIRST-BOT: acknowledge_copy before technical explanation
NO-MINIMIZE-BOT: never "it is a normal algorithm" without ack
ESCALATE-GATE-BOT: wrong_price checkout → immediate escalate
NO-FIX-EXECUTE-BOT: do not modify segment or bot API engine
IRECO-REROUTE-BOT: unpleasant recommendation without bug → #440
AUTOPERS863-HANDOFF-BOT: repeat_unfixed price → #863 AP-5 agents
AUTOPERSBOT-SUP policy in six rules
Six bot rules error customization owner.
ACKNOWLEDGE-FIRST-BOT: acknowledge error before anything else
NO-MINIMIZE-BOT: do not downplay bug price segment
COLLECT-CONTEXT-BOT: report_fields URL error type mandatory
WORKAROUND-BEFORE-CLOSE-BOT: workaround if map available
ESCALATE-GATE-BOT: price checkout incorrect escalate P1
NO-FIX-EXECUTE-BOT: human engine fix #863 ops only
Flow AUTOPERSbot APB-1 to APB-8
Flow eight steps bot error personal embed homepage offer widget reco.
APB-1 Classify: bot_autopers_* detect keyword offer VIP price wrong error personal
APB-2 Acknowledge: ACKNOWLEDGE-FIRST before branch
APB-3 AUTOPERS-MAP: report workaround escalate wrong_offer wrong_price
APB-4 Collect: report_fields URL type screenshot optional
APB-5 Guardrail: NO-MINIMIZE ESCALATE-GATE NO-FIX-EXEC IRECO-REROUTE
APB-6 Respond: TPL-AUTOPERSbot max 3 sentences grounded
APB-7 Handoff or close: #863 #440 payload or close workaround OK
APB-8 Log: intent ack_first escalate_routed minimize_blocked handoff Y/N
Example TPL-AUTOPERSbot-ACK
"[acknowledge_copy map.] [report_fields question.] [workaround_copy if available.] ACKNOWLEDGE-FIRST-BOT."
TPL-AUTOPERSbot templates and touchpoints
Four short personal error embed templates.
TPL-AUTOPERSbot-ACK
[acknowledge_copy map.] [report_fields map.] AUTOPERS-MAP-GROUNDED-BOT.
TPL-AUTOPERSbot-WORKAROUND
[workaround_copy map.] [optional fix_eta_copy map.] WORKAROUND-BEFORE-CLOSE-BOT.
TPL-AUTOPERSbot-ESCALATE
[escalate_copy map.] Ops ticket opened. ESCALATE-GATE-BOT.
TPL-AUTOPERSbot-WRONG-PRICE
[wrong_price_copy map.] [workaround_copy map.] Do not pay the displayed amount. P1 escalate.
Touchpoints
Incorrect offer keyword: bot_autopers_wrong_offer trigger
Wrong price keyword: bot_autopers_wrong_price P1 priority
Report error footer: bot_autopers_report proactive
Same error repeated: bot_autopers_repeat escalate
Edge cases and reroutes
Five cases outside tier 1 bot standard personal error.
I don't like the recommendation on its own: IRECObot #440 reroute
Out of line taste profile: PERFPREFbot #858 reroute
Negotiated B2B price: handoff pricing B2B SAV
Checkout price wrong active: ESCALATE-GATE P1 + immediate WORKAROUND
Customer demands engine fix: AUTOPERS863-HANDOFF ops
Essential autopers_bot KPIs
Five AUTOPERSbot management metrics.
autopers_bot_fix_deflect: closed workaround or escalate without agent repeat 7d
autopers_bot_ack_first_rate: ACKNOWLEDGE-FIRST / total reports
autopers_bot_minimize_violations: audit minimization target 0
autopers_bot_escalate_rate: % bugs with routed ops ticket
autopers_bot_handoff_rate: escalate #863 / total autopers bot
Target: autopers_bot_minimize_violations 0 and autopers_bot_ack_first_rate greater than 95%.
AUTOPERSbot anti-patterns
Five common errors in bot customization errors.
Minimize segment bug: NO-MINIMIZE acknowledge first
Promise bot engine fix: NO-FIX-EXECUTE handoff #863 ops
Close without price workaround: WORKAROUND-BEFORE-CLOSE mandatory
Confuse bug and bad recommendation: IRECO-REROUTE #440 if quality only
Skip URL collection: COLLECT-CONTEXT report_fields minimum
AUTOPERSbot with Qstomy
Qstomy on Shopify: detect bot_autopers intent, AUTOPERS-MAP RAG grounded, ESCALATE-GATE price checkout, enriched handoff #863 tier 2 ops.
Pipeline: #864 bot collect tier 1 → #863 agents execute AP-5 workaround ops.
Scenario: retail DTC, report of incorrect VIP offer. Bot #864 ack + workaround code, agents escalation segment. autopers_bot_fix_deflect 83%, minimize_violations 0 in 4 weeks.
Explore AI support and request a demo.
Checklist, FAQ and going further
AUTOPERSbot Checklist (8 steps)
Sync AUTOPERS-MAP #863: RAG bot report footer embed error
Policy AUTOPERSBOT-SUP: 6 rules ACKNOWLEDGE-FIRST ESCALATE-GATE NO-FIX-EXEC
8 intents bot_autopers_*: flow APB-1 to APB-8
4 templates TPL-AUTOPERSbot-*: ACK WORKAROUND ESCALATE WRONG-PRICE
Block engine API write: bot read-only, no write engine segment
Red team 15 prompts: minimize bug promise fix skip escalate false price
Footer Report Error: bot_autopers_report trigger embed
Dashboard KPI: autopers_bot_* section 9 minimize_violations ack_first
FAQ
Difference #863?
#863 = ops agents workaround segment AP-5. #864 = bot collect ack tier 1.
Difference #440?
#864 = price offer technical bug. #440 = unpleasant quality recommendation.
Does bot fix the engine?
No. NO-FIX-EXECUTE-BOT. AUTOPERS863-HANDOFF ops.
False price checkout?
bot_autopers_wrong_price TPL-WRONG-PRICE + ESCALATE-GATE immediate P1.
Going Further
This week: deploy Report Error footer embed, red team minimize_violations audit, sync bot_autopers_wrong_price ESCALATE-GATE checkout test.
Enzo
July 1, 2026
