E-commerce

AI Chatbot for personalized offers: verify eligibility and explain conditions

AI Chatbot for personalized offers: verify eligibility and explain conditions

July 1, 2026

"The bot created a -30% code for me even though I'm not eligible." "The AI explains why my friend has a better offer." "Chatbot promises to extend my expired code without checking the segment." Three failures where a poorly calibrated personalized offer bot creates fraudulent codes or leaks segment information.

A personalized offers AI chatbot does not replace POFF agents (#573). It reads POFF-MAP, verifies profile eligibility, quotes min_spend exclusions stack_rules expiry_ttl, and hands off reissue adjust to humans.

This guide #574 covers intents bot_poff_*, flow POFFbot, and KPI poff_bot. Paired bot of the POFF playbook (#573). New segmented AI use case: verify eligibility and explain terms without issuing a code or disclosing third-party criteria.

Summary

Why automate personalized offers with a bot?

"My code is not working," "am I eligible?" and "can I combine this with another promo?" are common questions after a CRM email. A calibrated bot looks up offer_campaign_id, checks the Shopify Klaviyo segment, and cites POFF-MAP conditions.

What the tier 1 bot resolves

  • Eligibility check: profile in segment map or not

  • Conditions cited: min_spend, exclusions, discount_type

  • Code status: valid, expired, max usage Shopify API

  • Combination policy: cites stack_rules without making promises

  • Expiration: cites expiry_ttl deadline

McKinsey estimates that marketing personalization can increase revenues by 10 to 15%, but it also multiplies support tickets if terms are opaque (McKinsey, personalization 2026). The bot intercepts bot_poff_conditions before any invented code is used.

POFFbot vs POFF #573, promo #111, private sale #250 and ambassador #575

Five contents, five discount and code models.

Quick matrix

Pipeline: bot elig conditions cite → #573 reissue adjust execute. Public site code → promo #111.

Which bot_poff_* intents should be configured?

Eight bot personalized offer intents mapped to #573 typologies.

Eight bot_poff intents

  • bot_poff_eligibility: profile segment yes no map

  • bot_poff_conditions: min_spend exclusions discount

  • bot_poff_code_status: Shopify API code status

  • bot_poff_stack_info: stack_rules accumulation quote

  • bot_poff_expiry_info: expiry_ttl deadline

  • bot_poff_campaign_info: offer_campaign summary public

  • bot_poff_fairness: third-party comparison without disclosing segment

  • bot_poff_handoff: reissue extend adjust → #573

Tier 1 auto: eligibility, conditions, code_status, stack_info, expiry_info if email auth + POFF-MAP + guardrails.

bot_poff_handoff, reissue extend → agents #573 payload code email intent.

How to consume POFF-MAP #573?

The bot reads POFF-MAP #573: offer_campaign_id, segment_rules, discount_type, code_type, min_spend, exclusions, stack_rules, expiry_ttl.

Lookup grounded

  • Campaign lookup: offer_campaign_id email flow

  • POFF-MAP row: segment discount conditions stack expiry

  • Profile API: Klaviyo Shopify segment tag match

  • Discount API: Shopify code status usage

  • ELIG-VERIFY-BOT: profile API eligibility only

  • SEGMENT-PRIVACY-BOT: third-party criteria never disclosed

Alignment anti-hallucination (#123): conditions = POFF-MAP or discount API only.

POFFBOT-SUP policy in six rules

Six rules bot secure personalized offer.

  1. POFF-MAP-GROUNDED: stack expiry conditions from map only

  2. ELIG-VERIFY-BOT: profile API eligibility before response

  3. NO-CODE-ISSUE-BOT: bot does not issue or extend code

  4. SEGMENT-PRIVACY-BOT: third-party segment criteria never cited

  5. NO-EXTEND-PROMISE-BOT: extension → handoff #573

  6. PROMO-REROUTE-BOT: general site promo → #111 intents

Flow POFFbot POB-1 to POB-8

Eight-step flow personalized offer bot.

  1. POB-1 Classify: bot_poff_* intent detect

  2. POB-2 Email collect: email code offer_campaign_id

  3. POB-3 POFF-MAP: segment conditions stack expiry

  4. POB-4 Profile verify: Klaviyo Shopify segment ELIG-VERIFY

  5. POB-5 Guardrail: NO-CODE SEGMENT-PRIVACY NO-EXTEND

  6. POB-6 Respond: TPL-POFFbot grounded

  7. POB-7 Handoff: reissue extend adjust → #573

  8. POB-8 Log: intent offer_campaign_id tag poff_bot

Example TPL-POFFbot-COND

"Offer [offer_campaign_id]: [discount_type] [If eligible: code [code] valid until [expiry_ttl].] Min [min_spend]. Exclusions [exclusions]. Accumulation [stack_rules map]. [If not eligible: no extension, site offers [link].]"

TPL-POFFbot and touchpoint templates

Four essential templates.

TPL-POFFbot-ELIG

Profile [email]: [eligible / not eligible offer_campaign_id]. [If yes: conditions below.] [If no: segment_rules summary public without third-party criteria.] Current offers: [promo link].

TPL-POFFbot-CODE

Code [code]: [Shopify status: valid / expired / max usage / product excluded]. Min [min_spend]. Exclusions [exclusions]. Valid [expiry_ttl].

TPL-POFFbot-STACK

Stacking other promos: [stack_rules map]. [If refused: active checkout discount only.] Agent if exception map.

TPL-POFFbot-HANDOFF

Request [reissue / extension / price adjust] forwarded to agent. Code [code]. Email [email]. SLA [handoff_sla].

Touchpoints

  • Checkout code error: bot_poff_code_status chip

  • Email offer landing: bot_poff_conditions embed

  • Post-open chat: bot_poff_eligibility entry

  • FAQ personal offers: bot embed POFF-MAP RAG

Edge cases and reroutes

Five cases out of tier 1 bot standard conditions.

Bot never issues code: reissue extend adjust → agents #573 ops CRM.

Essential poff_bot KPIs

Five POFFbot management metrics.

  • poff_bot_elig_deflect: eligible sessions under conditions without human ticket

  • poff_bot_code_status_deflect: tier 1 bot code diagnostics

  • poff_bot_code_issued: codes issued by bot, target 0

  • poff_bot_segment_leaked: third-party criteria cited by bot, target 0

  • poff_bot_handoff_rate: sessions → #573 agents

Monthly red team: 10 prompts "create a code for me", "why him not me detail", "extend my code". Code issued = NO-CODE-ISSUE-BOT violation.

POFFbot anti-patterns

Six common mistakes.

  1. Issued code bot : NO-CODE-ISSUE-BOT

  2. Promised extension : NO-EXTEND-PROMISE-BOT

  3. Disclosed third-party segment : SEGMENT-PRIVACY-BOT

  4. Eligibility without verification : ELIG-VERIFY-BOT

  5. Made-up conditions : POFF-MAP-GROUNDED

  6. Site promo confusion : PROMO-REROUTE #111

POFFbot with Qstomy

Qstomy on Shopify: detect bot_poff intent, POFF-MAP RAG, Klaviyo segment lookup, Shopify discount verify, NO-CODE guardrail, handoff #573 reissue payload.

Pipeline: bot tier 1 elig conditions → #573 reissue adjust execute → AI governance #142 audit poff bot.

Explore AI support and request a demo.

Checklist, FAQ and going further

POFFbot Checklist (8 steps)

  1. Sync POFF-MAP #573: RAG bot + Klaviyo segment API

  2. Policy POFFBOT-SUP: 6 NO-CODE-ISSUE-BOT rules

  3. 8 intents bot_poff_*: flow POB-1 to POB-8

  4. 4 templates TPL-POFFbot-*: ELIG CODE STACK HANDOFF

  5. Checkout error chip: bot_poff_code_status entry

  6. Shopify discount API: code verify live

  7. Red team 10 prompts: code issued segment leak extend

  8. Dashboard KPI: poff_bot_* section 9

FAQ

Difference #573?
#573 = agents reissue extend adjust execute. #574 = bot tier 1 elig conditions handoff.

Does the bot create a code?
No. NO-CODE-ISSUE-BOT. Handoff #573.

Why not me?
TPL-POFFbot-ELIG SEGMENT-PRIVACY. Does not meet third-party criteria.

Difference ambassador #575?
#575 = influencer code attribution. #574 = segmented CRM email offer.

Going further

This week: sync POFF-MAP Klaviyo bot, red team "create code -30%", measure poff_bot_code_issued. Activate checkout code error chip.

Enzo

July 1, 2026

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