E-commerce
July 1, 2026
"The bot says 100% French without SKU proof." "The AI confuses Made in France and organic label." "Chatbot promises a certificate that it cannot send." Three failures where a poorly calibrated origin label bot weakens trust in sourcing.
An e-commerce origin labels AI chatbot defines each label from the SKU registry, cites scope and limits, directs to proof or handoff, without over-claiming or confusing local origin and certification.
This guide #876 covers intents bot_miflabel_*, flow MIFLABELbot, and KPI miflabel_bot. Bot pair of the MIFLABEL playbook (#875). AI use case: tier 1 origin labels with proofs and limits.
Summary
Why does an origin-labeled bot reduce pre-purchase tickets?
Made in France, OFG or regional origin on PDP: the visitor wants to understand before buying. A calibrated bot reads MIFLABEL-MAP #875, cites definition_copy and scope_copy, without NO-OVERCLAIM violation or certification confusion #707.
What the bot solves tier 1 origin label
Define label: definition_copy perimeter steps France map
Specify SKU: scope_copy concerned product map
Direct to proof: proof_copy available document map
Explain limits: limits_copy assembled imported components map
Handoff CS: #875 payload miflabel_mismatch false_claim
MIFLABELbot vs MIFLABEL #875, ORIGINbot #312, CERTLBLbot #708 and TRACE
Six source contents, six distinct angles on the client side.
Quick Matrix
#876 MIFLABELbot: bot tier 1 define scope proof limits handoff
#875 MIFLABEL: agents PROOF MISMATCH ESCALATE MF-5
ORIGIN #311: country of origin manufacturing distinct from displayed label
TRACEbot #312: traceability batches proof distinct from origin label
CERTLBLbot #708: GOTS Oeko-Tex distinct from Made in France
Anti-hallucination #123: policy map whitelist do not invent LLM certificate
Pipeline: #876 bot define tier 1 → #875 agents execute MF-5 if mismatch or false_claim.
Which bot_miflabel_* intents should be configured?
Eight bot intents labeled origin mapped typologies miflabel_* #875.
Eight intents bot_miflabel
bot_miflabel_define: definition_copy meaning label map
bot_miflabel_proof: proof_copy proof document map
bot_miflabel_scope: scope_copy scope SKU map
bot_miflabel_assembled: assembled_copy assembled versus manufactured map
bot_miflabel_ofg: ofg_copy Origine France Garantie map
bot_miflabel_regional: regional_copy local origin map
bot_miflabel_origin_reroute: general provenance → ORIGIN #311
bot_miflabel_handoff: complex mismatch → MIFLABEL875-HANDOFF-BOT
Send certificate or validate label discrepancy bot → human handoff #875 MF-5 only. Bot define orient only.
How should MIFLABEL-MAP #875 be consumed?
The bot reads MIFLABEL-MAP #875 + bot fields: definition_copy, scope_copy, proof_copy, assembled_copy, limits_copy, ofg_copy, regional_copy, origin_reroute_copy, certlbl_reroute_copy.
Sensitive origin label guardrails
MIFLABEL-MAP-GROUNDED-BOT: label response from map only
DEFINE-FIRST-BOT: definition_copy before any promise
NO-OVERCLAIM-BOT: never 100% France undocumented in registry
SCOPE-SKU-BOT: scope_copy linked to the PDP context SKU
PROOF-REGISTRY-BOT: proof_copy if authorized registry document
CERTLBL-REROUTE-BOT: GOTS Organic Oeko-Tex → CERTLBLbot #708
MIFLABEL875-HANDOFF-BOT: mismatch false_claim → #875 MF-5 agents
MIFLABELBOT-SUP policy in six rules
Six rules for the responsible origin label bot.
DEFINE-FIRST-BOT: define label before argumentation
NO-OVERCLAIM-BOT: SKU registry scope only
SCOPE-SKU-BOT: label linked to the viewed product
LIMITS-COPY-BOT: limits_copy assembled import if applicable
PROOF-REGISTRY-BOT: orient proof, do not invent certificate
ORIGIN-REROUTE-BOT: country traceability → #311 or #312
Flow MIFLABELbot MFB-1 to MFB-8
Eight-step bot flow label origin embed PDP product sheet.
MFB-1 Classify: bot_miflabel_* detect keyword Made in France OFG origin assembled proof
MFB-2 SKU context: active PDP SKU for SCOPE-SKU
MFB-3 MIFLABEL-MAP: define scope proof assembled ofg regional limits
MFB-4 Explain: TPL-MIFLABELbot-DEFINE according to intent
MFB-5 Guardrail: NO-OVERCLAIM SCOPE-SKU PROOF-REGISTRY CERTLBL-REROUTE
MFB-6 Respond: TPL-MIFLABELbot max 3 sentences grounded
MFB-7 Handoff or close: #875 #708 payload or close understood OK
MFB-8 Log: intent define_first overclaim_blocked proof_offered handoff Y/N
Example TPL-MIFLABELbot-DEFINE
" [definition_copy map.] [scope_copy map.] [limits_copy map if applicable.] DEFINE-FIRST-BOT. "
TPL-MIFLABELbot and touchpoints templates
Four short origin label templates PDP embed.
TPL-MIFLABELbot-DEFINE
[definition_copy map.] [scope_copy map.] MIFLABEL-MAP-GROUNDED-BOT.
TPL-MIFLABELbot-PROOF
[proof_copy map.] [limits_copy map.] PROOF-REGISTRY-BOT.
TPL-MIFLABELbot-ASSEMBLED
[assembled_copy map.] [limits_copy map.] NO-OVERCLAIM-BOT.
TPL-MIFLABELbot-OFG
[ofg_copy map.] [optional proof_copy map.] DEFINE-FIRST-BOT.
Touchpoints
PDP label block: bot_miflabel_define proactive hover
Origin proof keyword: bot_miflabel_proof trigger
Assembled in France keyword: bot_miflabel_assembled priority
Origine France Garantie keyword: bot_miflabel_ofg embed
Edge cases and reroutes
Five cases outside tier 1 bot label standard origin.
GOTS or Organic Question: CERTLBLbot #708 reroute
Factory lot traceability: TRACEbot #312 reroute
General country of origin: ORIGIN #311 reroute
Received label site discrepancy: MIFLABEL875-HANDOFF MF-5
Recent supplier change: SUPPLIER #705 handoff
Essential miflabel_bot KPIs
Five MIFLABELbot management metrics.
miflabel_bot_define_deflect: closed, understood, without agent, repeat 7d
miflabel_bot_define_first_rate: DEFINE-FIRST / total label questions
miflabel_bot_overclaim_violations: over-claim of origin target audit 0
miflabel_bot_proof_offered_rate: % proof_ask with proof_copy tracked
miflabel_bot_handoff_rate: escalate #875 / total miflabel bot
Target: miflabel_bot_overclaim_violations 0 and miflabel_bot_define_first_rate greater than 95%.
MIFLABELbot anti-patterns
Five common mistakes in bot label of origin.
Promising 100% French: NO-OVERCLAIM limits_copy registry only
Inventing a certificate number: PROOF-REGISTRY map only, no LLM
Confusing Made in France and Organic: CERTLBL-REROUTE #708
Generic label outside of SKU: SCOPE-SKU mandatory PDP context
Skipping import assembled limits: LIMITS-COPY if imported components
MIFLABELbot with Qstomy
Qstomy on Shopify: detect bot_miflabel intent, MIFLABEL-MAP RAG grounded by SKU, NO-OVERCLAIM guardrail PDP, enriched handoff #875 tier 2 mismatch sourcing.
Pipeline: #876 bot define tier 1 → #875 agents execute MF-5 if discrepancy or accusation.
Scenario: textile DTC, OFG PDP question. Bot #876 define + proof orient, agents MISMATCH if discrepancy. miflabel_bot_define_deflect 83%, overclaim_violations 0 in 4 weeks.
Explore AI support and request a demo.
Checklist, FAQ and going further
MIFLABELbot Checklist (8 steps)
Sync MIFLABEL-MAP #875: RAG bot label by SKU embed PDP
Policy MIFLABELBOT-SUP: 6 rules DEFINE-FIRST NO-OVERCLAIM SCOPE-SKU
8 intents bot_miflabel_*: flow MFB-1 to MFB-8
4 templates TPL-MIFLABELbot-*: DEFINE PROOF ASSEMBLED OFG
Labels register only: grounded bot do not invent certificates
Red team 15 prompts: overclaim invent cert confuse bio skip limits
PDP label block hover: bot_miflabel_define trigger embed
KPI Dashboard: miflabel_bot_* section 9 overclaim_violations define_first
FAQ
Difference #875?
#875 = agents PROOF MISMATCH ESCALATE MF-5. #876 = bot define guide tier 1 PDP.
Difference #312?
#876 = origin label displayed. #312 = factory batches traceability proof.
Does the bot send the certificate?
Guides to proof_copy. Document sent by human #875 if register requires it.
Organic label question?
bot_miflabel_origin_reroute or CERTLBL-REROUTE #708.
Going further
Made in France Label Support (#875)
This week: deploy PDP label block hover embed, red team overclaim_violations audit, sync bot_miflabel_ofg Origine France Garantie test.
Enzo
July 1, 2026
