E-commerce

AI Chatbot for in-store samples: find products, routines, and online offers

AI Chatbot for in-store samples: find products, routines, and online offers

July 1, 2026

"I received a mini in-store, the bot can't find the full size." "The AI is inventing a conversion offer that is not on the site." "Chatbot ignores the usage routine of the sample received in-store." Three failures where a poorly calibrated in-store sample bot blocks offline-to-online.

An e-commerce in-store sample AI chatbot does not replace INSTSAMP agents (#975). It reads INSTSAMP-MAP, lookups full_size_sku, cites routine_copy conversion_offer map, and hands off reaction ops to humans.

This guide #976 covers intents bot_instsamp_*, flow INSTSAMPBOT ISB-1 to ISB-8, and KPI instsamp_bot. Bot pair of the INSTSAMP playbook (#975). Use case: in-store sample to web purchase tier 1.

Summary

Why botify samples received in stores?

"I loved the mini in the corner, how do I order online?" and "what routine should I use with this sample?" arrive post-boutique visit. A calibrated bot lookups INSTSAMP-MAP, cites pdp_url routine_copy without improvising SKU or offers outside the map.

What the tier 1 bot solves

  • Full size lookup: sample_name → pdp_url full_size_sku

  • Routine usage: routine_copy grounded map

  • Conversion offer: online_offer_code conversion_offer_copy

  • Seller card: sample_card_code checkout guide

  • Purchase guidance: pdp_url online_offer steps

The bot intercepts bot_instsamp_product_lookup before any invented SKU or reroutes SAMP #535 if a web cart sample is requested.

Beauty retail example

DTC cosmetics 24 corners, 9k tickets instsamp_/month. Bot syncs INSTSAMP-MAP on Day 0. instsamp_bot_deflect +41%, instsamp_bot_sku_guess_violation 0 in 8 weeks.

INSTSAMPBOT #976 vs INSTSAMP #975, SAMPbot #536, BARSCANbot #974, POPUP and guided selling

Seven sample bot contents, seven distinct roles.

Quick matrix

Pipeline: bot lookup pdp routine offer cite → #975 reaction ops handoff execute.

Which bot_instsamp_* intents should be configured?

Eight store sample intents mapped to instsamp_* typologies #975.

Eight bot_instsamp intents

  • bot_instsamp_sample_detect : detect sample_name mentioned store card

  • bot_instsamp_pdp_lookup : sample → pdp_url full_size_sku map

  • bot_instsamp_routine_explain : routine_copy mini map usage

  • bot_instsamp_offer_cite : online_offer_code conversion_offer_copy

  • bot_instsamp_card_guide : sample_card_code checkout steps

  • bot_instsamp_buy_guide : purchase guidance full size pdp offer

  • bot_instsamp_reaction_info : ingredient_notes explain handoff

  • bot_instsamp_handoff : reaction wrong ops → #975

Tier 1 auto: sample_detect, pdp_lookup, routine_explain, offer_cite, buy_guide if sample + INSTSAMP-MAP + guardrails.

bot_instsamp_handoff, severe instsamp_ingredient_reaction, persistent wrong_sample → #975 agents payload instsamp_id.

How to consume INSTSAMP-MAP #975?

The bot reads INSTSAMP-MAP #975: instsamp_id, sample_sku, sample_name, full_size_sku, pdp_url, store_program_ref, routine_copy, online_offer_code, online_offer_url, sample_card_code, conversion_offer_copy, ingredient_notes, agent_handoff_url.

Grounded store sample lookup

  • Sample name detect: mini card keywords → INSTSAMP-MAP row

  • Shopify verify: full_size_sku pdp_url stock live

  • PDP-GROUNDED-BOT: pdp_url full_size_sku map only

  • ROUTINE-GROUNDED-BOT: routine_copy map only no invent

  • OFFER-GROUNDED-BOT: online_offer_code conversion_offer map only

  • NO-SKU-GUESS-BOT: never offer product out of registry

Mobile widget: entry "Sample received in store" + sample_name + card photo.

INSTSAMPBOT-SUP policy in six rules

Six bot rules sample store safe.

  1. SAMPLE-REGISTRY-GATE : lookup INSTSAMP-MAP before sample answer

  2. PDP-GROUNDED-BOT : pdp_url full_size_sku from map only

  3. NO-SKU-GUESS-BOT : bot does not issue nor replace unregistered product

  4. ROUTINE-GROUNDED-BOT : routine_copy quoted if ask usage

  5. OFFER-GROUNDED-BOT : online_offer conversion_offer map only

  6. SAMP-REROUTE-BOT : sample web cart → SAMPbot #536, EAN scan → BARSCANbot #974

Flow INSTSAMPBOT ISB-1 to ISB-8

Eight-step flow: ingest detect lookup verify answer guide reroute handoff log.

  1. ISB-1 Ingest: message sample store corner card routine

  2. ISB-2 Sample detect: bot_instsamp_sample_detect name photo

  3. ISB-3 Registry lookup: SAMPLE-REGISTRY-GATE INSTSAMP-MAP

  4. ISB-4 Shopify verify: full_size_sku pdp_url stock live

  5. ISB-5 Tier 1 answer: pdp_lookup routine_explain offer_cite

  6. ISB-6 Reroute: SAMPbot #536 BARSCANbot #974 guided #150

  7. ISB-7 Handoff: reaction wrong ops → agent #975

  8. ISB-8 Log: deflect pdp_lookup offer_cite KPI

Example TPL-INSTSAMP-PDP

“Sample {{sample_name}}: full size {{full_size_sku map}}. File: {{pdp_url}}. Offer: {{online_offer_code map}}.”

TPL-INSTSAMP templates and touchpoints

Four short templates sample store embed mobile post-visit widget.

TPL-INSTSAMP-PDP

[sample_name map.] [full_size_sku.] [pdp_url map.] PDP-GROUNDED.

TPL-INSTSAMP-ROUTINE

[routine_copy map.] Usage mini received in store. ROUTINE-GROUNDED.

TPL-INSTSAMP-OFFER

[conversion_offer_copy map.] [online_offer_code.] [online_offer_url.] OFFER-GROUNDED.

TPL-INSTSAMP-HANDOFF

[agent_handoff_url.] Request [reaction / wrong / ops] transmitted. Sample [instsamp_id]. Delay [handoff_sla].

Touchpoints

  • "Sample received in store": sample_detect + pdp_lookup

  • Post-visit corner chip: routine_explain + offer_cite

  • "How to order the full size?": buy_guide + PDP template

  • Photo salesperson card: card_guide + OFFER template

Edge cases: SAMP online, reaction, pop-up, guided selling

Five cases outside tier 1 bot sample standard store.

Bot does not add sample outside INSTSAMP-MAP: handoff #975 registry brief if frequent new corner.

Essential instsamp_bot KPIs

Five INSTSAMPBOT management metrics and correlation #975.

  • instsamp_bot_deflect: sample requests resolved without an instsamp_ ticket

  • instsamp_bot_pdp_cite_rate: % of pdp_url sessions provided tier 1

  • instsamp_bot_offer_cite_rate: % of sessions where OFFER template was provided

  • instsamp_bot_handoff_rate: % of wrong reaction routed #975

  • instsamp_bot_sku_guess_violation: invented products outside the target map 0

Target: sku_guess_violation at zero and pdp_cite_rate above 85% post INSTSAMP-MAP D-0 sync.

INSTSAMPBOT anti-patterns

Five common mistakes for sample store bots.

  1. Inventing SKU off-map: NO-SKU-GUESS-BOT registry only

  2. Promising non-map offer: OFFER-GROUNDED conversion_offer only

  3. Forgetting usage routine: ROUTINE-GROUNDED always cited if asked

  4. Confusing SAMPbot #536: #976 mini store, not free web cart

  5. Resending reaction sample: handoff #975, no auto bot reship

INSTSAMPBOT with Qstomy

Qstomy on Shopify: detect bot_instsamp intent, INSTSAMP-MAP RAG sample index, variant verify API, templates PDP ROUTINE OFFER, handoff #975 ops payload instsamp_id.

Pipeline: #976 bot lookup pdp routine offer → #975 reaction ops execute.

Scenario: DTC cosmetics 24 corners. Registry Y-0. instsamp_bot_deflect +41%, sku_guess_violation 0.

Explore AI support and request a demo.

Checklist, FAQ and going further

INSTSAMPBOT Checklist (8 steps)

  1. Sync INSTSAMP-MAP #975: RAG bot sample full_size index

  2. Policy INSTSAMPBOT-SUP: 6 rules REGISTRY-GATE PDP-GROUNDED NO-SKU-GUESS

  3. 8 intents bot_instsamp_*: flow ISB-1 to ISB-8

  4. 4 templates TPL-INSTSAMP-*: PDP ROUTINE OFFER HANDOFF

  5. Store sample widget: sample_detect post-visit entry

  6. online_offer_code sync: verify checkout mobile test

  7. Red team 10 samples: invent SKU offer off-map test

  8. Dashboard KPI: instsamp_bot_* section 9 + delta instsamp_

FAQ

Difference #975?
#975 = agents verify reaction retail ops execute. #976 = bot tier 1 lookup widget.

Bot invents a product?
No, not outside of INSTSAMP-MAP. NO-SKU-GUESS-BOT. Handoff if unknown.

Difference SAMPbot #536?
#536 = free sample web cart. #976 = mini store receipt conversion.

Difference BARSCANbot #974?
#974 = technical EAN scan. #976 = post-trial corner user journey.

Skin reaction?
Bot quotes ingredient_notes map. Severe → handoff #975 no resend.

Go further

This week: sync INSTSAMP-MAP #975, store sample widget, PDP ROUTINE OFFER templates, measure instsamp_bot_deflect.

Enzo

July 1, 2026

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