E-commerce

AI Chatbot for influencer-product mismatch: collect context and clarify

AI Chatbot for influencer-product mismatch: collect context and clarify

July 1, 2026

"The bot says full price while the influencer promises -20%." "The AI ignores the duo pack shown in the Reel." "Chatbot does not ask which creator or which story." Three failures where a miscalibrated creator bot mismatch denies the promise or invents an offer.

An AI chatbot gap between influencer content and e-commerce product page does not replace INFLMIS agents (#949). It collects the creator handle and content link, reads INFLMIS-MAP, cites pdp_url price code bundle variant from Shopify live and handoff bridge to humans.

This guide #950 covers intents bot_inflmis_*, flow INFLMISBOT and KPI inflmis_bot. Bot pair of the INFLMIS playbook (#949). Use case: collect creator context clarify tier 1 sheet.

Summary

Why botify creator-record clarification?

"@marie promised free shipping, but your site charges €5.90" often happens with PDP social referrals. A calibrated bot collects the creator_handle and content_url, looks up INFLMIS-MAP, compares promise_copy with the Shopify product page, and clarifies without blaming the customer or promising an out-of-scope offer.

What the tier 1 bot resolves

  • Context collection: creator handle, Story/Reel link

  • Discrepancy qualification: bundle price, variant, shipping code

  • PDP clarification: pdp_price, valid code, bundle_url map

  • Correct variant: correct_variant_url if bio link is incorrect

  • Ops escalation: inflmis_ops_flag if live creator content is misaligned

The bot intercepts bot_inflmis_price_gap before applying a generic pricing macro or blindly denying the creator's promise.

INFLMISBOT #950 vs INFLMIS #949, INFLUOOSbot #948, ADLCBOT #932, AMBbot #576 and SHORTVIDbot #944

Seven creator promise bot contents, seven distinct roles.

Quick matrix

Pipeline: client reports creator gap → #950 context classify clarify tier 1 → handoff #949 if bridge ops.

Which bot_inflmis_* intents should be configured?

Eight creator mismatch bot intents mapped to typologies #949.

Eight bot_inflmis intents

  • bot_inflmis_mismatch_detect: detect quote gap between creator and site

  • bot_inflmis_context_collect: request creator_handle content_url

  • bot_inflmis_registry_compare: compare promise_copy with INFLMIS-MAP registry

  • bot_inflmis_gap_classify: price bundle variant code shipping feature

  • bot_inflmis_pdp_clarify: pdp_price shipping_policy bundle_url map

  • bot_inflmis_code_offer: valid creator code from map

  • bot_inflmis_ops_escalate: live content not aligned → marketing #949

  • bot_inflmis_handoff: bridge action → agent #949

Tier 1 auto: mismatch_detect, context_collect, registry_compare, gap_classify, pdp_clarify, code_offer if INFLMIS-MAP + guardrails.

bot_inflmis_handoff, bridge_offer, gifted without brief → agents #949 payload inflmis_collab_id.

How should INFLMIS-MAP #949 be consumed?

The bot reads INFLMIS-MAP #949: inflmis_collab_id, creator_handle, content_url, promise_copy, pdp_url, sku_linked, pdp_price, valid_code, bundle_url, correct_variant_url, shipping_policy, bridge_offer, agent_handoff_url, ops_escalate_threshold.

Lookup grounded

  • Creator lookup: @handle → INFLMIS-MAP row

  • Shopify PDP API: live verify variant bundle price

  • PDP-GROUNDED-BOT: pdp_price code bundle from map + Shopify

  • FIX-NOT-GUESS-BOT: no invented offer outside of bridge_offer map

  • CONTEXT-COLLECT-BOT: handle content link before classify

Widget PDP social referral: badge bot_inflmis_mismatch_detect if creator traffic and promise cited.

INFLMISBOT-SUP policy in six rules

Six bot mismatch rules creator safe.

  1. CONTENT-REGISTRY-GATE: lookup INFLMIS-MAP before discrepancy response

  2. CONTEXT-COLLECT-BOT: creator_handle content_url before gap_classify

  3. PDP-GROUNDED-BOT: price bundle variant Shopify sheet live only

  4. NO-AUTO-BRIDGE-BOT: bridge_offer agent #949 only

  5. FIX-NOT-GUESS-BOT: no oral promise not validated registry

  6. INFLUOOS-REROUTE-BOT: breakdown only → INFLUOOSbot #948

Flow INFLMISBOT IMB-1 to IMB-8

Eight-step flow: ingest detect collect compare classify clarify reroute handoff log.

  1. IMB-1 Ingest: message gap creator price pack variant shipping

  2. IMB-2 Mismatch detect: bot_inflmis_mismatch_detect quote promise

  3. IMB-3 Context collect: CONTEXT-COLLECT creator_handle content_url

  4. IMB-4 Registry compare: CONTENT-REGISTRY-GATE INFLMIS-MAP

  5. IMB-5 Classify gap: price bundle variant code shipping feature

  6. IMB-6 Tier 1 answer: pdp_clarify code_offer ops_escalate

  7. IMB-7 Reroute: INFLUOOSbot #948 AMBbot #576 ADLCBOT #932

  8. IMB-8 Log: deflect clarify handoff ops_escalate KPI

Example TPL-INFLMIS-CLARIFY

“Current page price: {{pdp_price}}. Valid {{creator_handle}} code: {{valid_code map}}. Pack: {{bundle_url map}}.”

TPL-INFLMIS templates and touchpoints

Four short creator mismatch embed widget templates.

TPL-INFLMIS-CONTEXT

[creator_handle.] [content_url.] Share the @ creator or Reel story link. CONTEXT-COLLECT.

TPL-INFLMIS-CLARIFY

[pdp_price map.] [valid_code map.] [bundle_url map.] PDP-GROUNDED.

TPL-INFLMIS-VARIANT

[variant_shown map.] Correct link: {{correct_variant_url map}}.

TPL-INFLMIS-HANDOFF

[agent_handoff_url.] Request [bridge / ops] forwarded. Collab [inflmis_collab_id]. Delay [handoff_sla].

Touchpoints

  • PDP referral social: mismatch_detect + context_collect

  • "@creator promised -20%": pdp_clarify + valid_code

  • "Duo pack in video": bundle_url classify

  • "Wrong color in link in bio": correct_variant_url

Edge cases: gifted, incomplete proof, simultaneous break, paid pub

Five cases out of tier 1 bot mismatch standard creator.

  • Incomplete context: context_collect relaunch without denying promise

  • Gifted creator without brief: ops_escalate, not bridge_offer bot

  • Ambassador code only: reroute AMBbot #576

  • Double promise ad + creator: reroute ADLCBOT #932 if UTM ads

  • Mismatch + breakup: clarify IMB-6 then reroute INFLUOOSbot #948

Bot does not correct creator content: handoff #949 inflmis_ops_flag marketing.

Essential inflmis_bot KPIs

Five INFLMISBOT steering metrics and correlation #949.

  • inflmis_bot_deflect: creator discrepancies clarified without an inflmis_ ticket

  • inflmis_bot_context_complete_rate: % of sessions with handle or content link

  • inflmis_bot_clarify_rate: % of sessions with pdp_clarify or code_offer provided

  • inflmis_bot_ops_escalate_rate: % of live content reported to marketing

  • inflmis_bot_promise_guess: generated offers target audit 0

Target: promise_guess at zero and context_complete above 75% post sync INFLMIS-MAP D-7.

INFLMISBOT Anti-patterns

Five common bot creator mismatch errors.

  1. Denying creator promise: CONTEXT-COLLECT + obligatory registry compare

  2. Invented offer: FIX-NOT-GUESS bridge_offer map only

  3. Price outside Shopify: PDP-GROUNDED live verify

  4. Automatic bridge: NO-AUTO-BRIDGE agent #949

  5. Duplicating INFLUOOSbot #948: #950 promise u2260 website, stock may be available

INFLMISBOT with Qstomy

Qstomy on Shopify: detect bot_inflmis intent, INFLMIS-MAP RAG grounded, Shopify PDP verify, templates CONTEXT CLARIFY VARIANT, handoff #949 ops payload inflmis_collab_id.

Pipeline: #950 bot collects clarifies → #949 bridge ops executes.

Scenario: DTC beauty collab, 11 tickets/72 h. Registry D-7 briefing. inflmis_bot_deflect +52%, inflmis_ tickets -31%.

Explore AI support and request a demo.

Checklist, FAQ and going further

INFLMISBOT Checklist (8 steps)

  1. Sync INFLMIS-MAP #949: RAG bot + Shopify PDP API

  2. Policy INFLMISBOT-SUP: 6 PDP-GROUNDED CONTENT-REGISTRY rules

  3. 8 intents bot_inflmis_*: flow IMB-1 to IMB-8

  4. 4 templates TPL-INFLMIS-*: CONTEXT CLARIFY VARIANT HANDOFF

  5. PDP social referral: mismatch_detect entry chip

  6. validated promise_copy: INFLU #223 briefing before go-live

  7. Red team 10 prompts: invented offer without map bridge

  8. KPI Dashboard: inflmis_bot_* section 9

FAQ

Difference #949?
#949 = agents bridge ops clarification execute. #950 = bot tier 1 widget context collection.

Does the Bot invent creator offers?
No. FIX-NOT-GUESS-BOT. bridge_offer map only via #949.

Difference INFLUOOSbot #948?
#948 = out of stock. #950 = different promise, stock may be available.

Difference ADLCBOT #932?
#932 = paid ad funnel. #950 = creator organic content.

Going further

This week: sync INFLMIS-MAP #949, PDP social chip, CONTEXT CLARIFY templates, measure inflmis_bot_deflect.

Enzo

July 1, 2026

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