E-commerce

AI Chatbot for manufacturing lead times: inform based on option, stock, and capacity

AI Chatbot for manufacturing lead times: inform based on option, stock, and capacity

July 1, 2026

"The bot announces a 10-day delivery while my premium option adds 2 weeks." "The AI confuses warehouse preparation and workshop manufacturing." "Nobody calculates my ETA with 18 parts ordered." Three failures where the AI invents a lead time, mixes up prep (#395) and prod (#485), or promises tracking before the end of manufacturing.

An AI manufacturing lead time chatbot does not replace VARLEAD-FLOW agents (#485). It reads LEAD-MAP, calculates base + option + volume, separates manufacturing and shipping, reroutes premature WISMO, and hands off capacity delays.

This guide #486 covers intents bot_varlead_*, flow VARLEADBOT, and KPI varlead_bot. Companion bot of the VARLEAD playbook (#485). Distinct from the warehouse prep bot (#396): here, variable production ETA based on SKU, option, volume, and capacity.

Summary

Why automate manufacturing lead times with a bot?

ETA MTO questions arrive pre-purchase (configurator PDP) and post-purchase (premature WISMO). A calibrated bot calculates the grounded lead time in seconds.

What the bot resolves

  • Opaque ETA: Generic PDP without delta option

  • Option impact: how many +N days for premium finish

  • Volume tier: wholesale qty lengthens queue

  • Premature WISMO: prod status before tracking

Ecom Design Pro reminds to separate manufacturing and shipping in each response (Ecom Design Pro, lead time 2026).

What the bot does not do

No free rush without policy. No tracking before ship_ready. No warehouse prep delay (#396). No invented ETA outside of LEAD-MAP.

VARLEADBOT vs VARLEAD #485, MTO #288 and PREP #396

Four bots, four time horizons.

Quick Matrix

CFGBOT #482 reroutes bot_cfg_lead_time to VARLEADBOT for grounded LEAD-MAP calculation.

Which bot_varlead_* intents should be classified?

Eight intents cover 90% of sessions for the bot's manufacturing lead time.

Eight bot_varlead intents

  • bot_varlead_eta_pdp: lead time before purchase according to cart options

  • bot_varlead_eta_order: ETA of order placed order lookup

  • bot_varlead_option_delta: impact in days of option X

  • bot_varlead_volume_tier: lead time according to quantity

  • bot_varlead_mixed_cart: multiple items with different ETAs

  • bot_varlead_wismo_early: tracking requested while production is in progress

  • bot_varlead_capacity_delay: handoff capacity delay #485

  • bot_varlead_vs_prep: confuses prep #395 and prod

Tier 1 auto: eta_pdp, eta_order, option_delta, volume_tier, mixed_cart, wismo_early, vs_prep. Tier 2 handoff: capacity_delay.

How do I consume LEAD-MAP #485?

The bot reads LEAD-MAP #485: base_days, delta_days option volume, ship_add_days, client_label_fr, capacity row if active.

Grounded calculation

VB-3: prod_days = base + sum(deltas). delivery_date = order_date + prod_days + ship_days. No LLM-hallucinated numbers ever.

Shared corpus

Macros VARLEAD-ETA-01, VARLEAD-OPT-01 (#485) + /pages/lead-times FAQ RAG.

VARLEADBOT-SUP policy in six rules

Six bot rules for safe manufacturing lead time.

  1. LEAD-MAP grounded : ETA from map + order/cart context

  2. NO-INVENT-ETA : block uncalculated map date

  3. SPLIT prod ship : always state manufacturing days + shipping days

  4. PREP-REROUTE : warehouse 24-48 h → #396 PREP-BOT

  5. NO-TRACKING-EARLY : ship_ready false → VARLEAD-WISMO prod status

  6. CAPACITY handoff : delay slip → agent #485

Flow VARLEADBOT VB-1 to VB-8

Eight-step flow.

  1. VB-1 Classify: bot_varlead_* intent

  2. VB-2 Context: PDP cart or order_id, sku options qty

  3. VB-3 LEAD-MAP: base deltas ship capacity

  4. VB-4 Reroute: prep #396, cfg #482, capacity handoff

  5. VB-5 Respond: TPL-VARLEADBOT-* grounded

  6. VB-6 Branch: close | mixed lines | handoff delay

  7. VB-7 Log: intent, prod_days, eta_date

  8. VB-8 Conversion: tag varlead_bot_assist checkout or close

bot_varlead_option_delta Example

TPL-VARLEADBOT-OPT: "Premium option +7 days manufacturing. Total prod 14 days + shipping 4 days. Estimated receipt [date]."

TPL-VARLEADBOT templates and touchpoints

Four essential templates.

TPL-VARLEADBOT-ETA

Manufacturing [N] days (base [B] + options [D]). Shipping [S] days. ETA [date].

TPL-VARLEADBOT-MIX

Line [A]: [N] days prod. Line [B]: [M] days prod. [split ship policy if applicable].

TPL-VARLEADBOT-WISMO

Order in manufacturing, not yet shipped. Estimated end of prod [date]. Tracking upon shipment.

TPL-VARLEADBOT-HANDOFF-DELAY

Workshop capacity delay: agent transfer within 4 hours. Order [id] ETA promised [date].

Touchpoints

  • PDP configurator: chip "What is the lead time with my options?"

  • Post-order: automatic VARLEAD-ETA confirmation email + bot thread

  • Account order: bot embed status prod vs ship

Edge cases and reroutes

Five cases outside tier 1 bot.

  • Capacity slip: handoff #485 VARLEAD-UPDATE agent

  • Rush request: handoff policy rush_fee

  • Cancel deadline event: handoff #485 cancel branch

  • Prep warehouse stock: reroute #396

  • Config option choice: reroute #482 if upstream choice

Essential varlead_bot KPIs

Five VARLEADBOT steering metrics.

  • varlead_bot_auto_resolve: tier 1 without agent

  • varlead_bot_eta_resolve: satisfied customer ETA explained

  • varlead_bot_invent_eta_violation: NO-INVENT-ETA violations, target 0

  • varlead_bot_wismo_early_deflect: premature WISMO resolved by bot

  • varlead_bot_prep_reroute_accuracy: correct bot prep vs prod

Monthly review: top SKUs invent_eta → enrich LEAD-MAP delta rows.

VARLEADBOT anti-patterns

Six common mistakes.

  1. Inventing ETA: NO-INVENT-ETA violation

  2. Confusing prep and prod: PREP-REROUTE missed

  3. Promising tracking early: NO-TRACKING-EARLY

  4. Forgetting volume tier: qty unread order

  5. PDP generic 10 d: without delta option

  6. Empty handoff delay: without eta_promise order_id

VARLEADBOT with Qstomy

Qstomy on Shopify: classify bot_varlead_*, LEAD-MAP calculator, split prod ship, WISMO early deflect, handoff capacity payload.

Pipeline: #482 option choice → #486 ETA → checkout → #485 if delay or cancel.

Explore AI support and request a demo.

Checklist, FAQ and going further

VARLEADBOT Checklist (8 steps)

  1. Sync LEAD-MAP #485: RAG + calculator API

  2. VARLEADBOT-SUP Policy: 6 rules

  3. 8 intents bot_varlead_*: flow VB-1 to VB-8

  4. 4 templates TPL-VARLEADBOT-*: ETA MIX WISMO HANDOFF

  5. PDP post-order Touchpoints: delay chips

  6. Reroutes: #396 #482 #485

  7. 6 scenario tests: pdp eta, option delta, volume, mix, wismo early, capacity handoff

  8. KPI Dashboard: varlead_bot_* section 9

FAQ

Does Bot modify promised ETA?
No. Explains calculation. Delay slip = agent #485.

Difference from #485?
#485 agents delay rush cancel. #486 bot calculate explain tier 1.

Difference from #396?
#396 warehouse stock prep. #486 workshop manufacturing days.

Go further

This week: sync LEAD-MAP, activate PDP chip "What delay with my options?", test premium option +7 d + qty tier 12, check NO-TRACKING-EARLY in staging.

Enzo

July 1, 2026

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