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Shopify support automation for stores whose inbox is full of order-status questions

Shopify AI customer support automation that answers from the live order and your policies and hands refunds to a person

Most support tickets in a store ask the same few things: where is my order, can I return it, what does the policy say. The answers sit in Shopify orders and in your policy pages. BoldBellows records the shopper, the order they ask about and the channel before an answer is proposed, reads the live order before it answers and hands refunds and exceptions to a person, then builds an assistant that identifies the shopper by their email and order number, reads the live order and its fulfillment with a query kept well under Shopify's 1,000-point limit for a single request, answers from that data and from your written policies, quotes the policy it used, and passes any request that involves money, an exception or an upset customer to a person with the order, the question and the draft reply attached.

View Pricing

From $1,620, paid once. Shopify AI support.

  • Shopify AI support
  • Answers from the live order
  • Refunds go to a person
Shopify AI customer support automation that answers questions about orders shipping and returns from live order data and your written policies and hands refunds and exceptions to staff with the full context, built by BoldBellows

What the Shopify AI route must show before it runs

  • Reads the live ordernot a guess
  • Quotes your policythe page it used
  • Money goes to a personrefunds and exceptions
  • Full context on handoverorder and draft
  • Plain-language notesOperators get notes written for operators, not developers
  • Clear from the startpackages open at $1,620, and the delivery range appears next to it

B2Before and after

Half of support is one question and the answer is already in the order

A store's inbox is dominated by questions whose answers are already in Shopify: the order has shipped, the carrier has it, the return window is thirty days. Staff look up the order, copy the tracking link and paste the policy, dozens of times a day. A generic chatbot cannot do it because it does not know the order, and a clever one is dangerous because it may promise a refund your policy does not allow. What helps is an assistant that reads the real order, quotes the real policy and knows when to stop.

Sound familiar?

The same question all day

Staff looked up each order.

A bot that guesses

It did not read the order.

A promised refund

The policy was not enforced.

Answers with no source

Nothing quoted the policy.

An upset customer answered by a bot

Nothing handed over.

Slow replies overnight

Nobody was on.

The same support team, answering what only people should answer

Before

Before Shopify to AI workflow automation: manual orders exports, duplicates and broken formulasThe old way: a spreadsheet with dozens of near-identical tabs and a note asking which one is right.orders_master_NEW_final.xlsxordersorders (2)FINALFINAL v2copy of FINALrefundsstock oldSheet14orders NEWordersorders (2)FINALFINAL v2copy of FINALrefundsstock oldSheet14orders NEW37 tabsand countingWhich tab is the right one?
  • Whatever Shopify sends, the AI workflow receives
  • Staff look up every order by hand
  • A generic bot guesses at the answer

After

After Shopify to AI workflow automation: one clean workflow that matches ShopifyThe new way: a grid of orders, stock, refunds, payouts and reports, each ticked as fetched, matched, written and verified.Sync run · 08:00On timeFetchedMatchedWrittenVerifiedProposalsOrders1,204Stock318Refunds12Payouts46Reports9All 20 checks passed
  • A pairing of the shopper's email, the order number and the question ties the the AI workflow proposal to the Shopify event
  • Routine questions are answered from the live order
  • Money and exceptions reach a person with context

D4How it works

How a question becomes an answer from the order or a handover

Events are filtered, keyed, searched and then written, with a record at each stage.

How Shopify to AI workflow automation works: orders in, one clean proposal each, on a scheduleOrders and refunds from your store pass through a checking matrix in the BoldBellows sync and land as clean proposals in your AI workflow.#1048 $86.40Maya Chen#1049 $142.00Omar Hale#1050 -$12.00RefundYour Shopify storeBoldBellows syncNo duplicate proposalsYour AI workflowRead-onlyYour scheduleHow Shopify to AI workflow automation works: orders in, one clean proposal each, on a schedule, stacked: orders from your store pass through the checking matrix into your AI workflow.#1048 $86.40Maya Chen#1049 $142.00Omar Hale#1050 -$12.00RefundYour Shopify storeRead-onlyNo duplicate proposalsBoldBellows syncYour scheduleYour AI workflow

1. Receive, log, qualify

The event arrives from Shopify, is logged with its identifiers, and is qualified or set aside.

2. Identify, read, answer

The shopper is identified, the live order is read and the answer quotes the policy.

3. Judge, hand over, log

Anything involving money or judgment goes to a person with context, and every answer is logged.

E5Inside your workflow

Inside the support assistant: the parts that read, answer and hand over

Direct makes the route safe to run. Managed makes it complete. Watchful makes it last.

Owner dashboard fed by Shopify to AI workflow automationOwner dashboard in AI workflow: a ranked race of best sellers, a channel split donut and this month's net sales.Best sellers raceOverview1Green tee862Sand hoodie743Steel bottle614Black cap485White mug376Sticker set22By channel72%OnlinePOSOtherOverview$18,420+8.2% vs last monthRanked live from your synced orders

Direct

Source state reader

Reads the current Shopify state behind the event so stale or partial notices are not acted on.

Direct

Stable identity ledger

Keeps one record per Shopify signal with its inputs, its evidence, its confidence and who accepted it.

Direct

Required-field check

Stops an incomplete Shopify record before it produces a half-filled proposal in the AI workflow.

Managed

Order reader

Reads the order, its fulfillment and its tracking.

Managed

Shopper matcher

Gives every event one of four outcomes using a pairing of the shopper's email, the order number and the question: new, update, done or unclear.

Managed

Policy and answer matrix

Ties each answer to the policy passage that supports it.

Watchful

Answer register

Compares state across Shopify and the AI workflow and ranks each gap by age.

Watchful

Escalation monitor

Flags questions that should have been handed over.

Watchful

Ownership map

Shows who is responsible for each class of exception between Shopify and the AI workflow.

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G7Who it is for

Who uses this: furniture retailers, all needing to answer the questions every store gets: where is my order, can I return this, what is your policy, from live order data and your own policies, and hand anything involving money or judgment to a person

Shoppers want a quick, correct answer about their order, and stores want people to handle the cases that need them.

Store owner

"Free my team from status checks."

The bot answers them.

Support agent

"Give me the hard ones."

Refunds reach me with context.

Shopper

"Tell me where it is."

I get the tracking now.

Operations lead

"Keep promises consistent."

Answers quote the policy.

Compliance lead

"Limit what the bot decides."

Money goes to a person.

Finance lead

"Control refunds."

Only staff issue them.

Budget is driven by orders, policies and handovers

Cost your support assistant, one question type at a time

The total moves with every choice you make about the Shopify AI route. Entry pricing is $1,620.

View Pricing

One setup fee

I9Your options

Choose your route from Shopify to the AI workflow: a chatbot that guesses what happened to the order, zap or a Shopify support assistant that reads the live order

Each can reply to a message. Only one reads the live order, quotes the policy and hands over what it should.

Comparison table: Choose your route from Shopify to the AI workflow: a chatbot that guesses what happened to the order, zap or a Shopify support assistant that reads the live order
How a question arrivesA canned replyA generic botOur support assistant
What starts the workWord of mouth in the teamEvery delivery attemptAn event admitted by rule, not by default
How identity is decidedA manual lookup each timeA field anyone can editShopper email, order number and the question
What reaches the AI workflowAnything that fits the formA single-step writeAn answer from the order and the policy, or a handover with context
After an uncertain resultDiscovered at month endTries again without checkingHolds the case with evidence for an owner
By handAutomated37 files · 12 errors1 workflow · 0 errors

Old news arrives after new

Each Shopify Workflow event carries its own time, and the route applies it only if it is newer than what the AI workflow already shows.

A shopper asks for a refund outside the return window

The assistant quotes the policy, does not promise anything, and hands the case to a person with the order, the dates and a draft reply. With a pairing of the shopper's email, the order number and the question the route can say whether the work is missing, done, off, or unclear, and it says so in the log. Matching and differing records are handled separately; only a missing one is created.

Choosing a pairing of the shopper's email, the order number and the question is step one; the field map and the branches are built on top of it.

Pricing

Build your Shopify AI Customer Support price

Pick a package, answer three short questions about how Shopify data should reach AI Customer Support, and your price and turnaround move as you choose.


Choose your packageRequired

The three packages differ by how much routing, reconciliation and governance sits around the Shopify to AI Customer Support route.

A focused production route for one Shopify event family and one governed customer support queue, delivering Shopify AI customer support automation that answers questions about orders, shipping and returns from live order data and your written policies, and hands refunds and exceptions to staff with the full context with identity, evidence and failure controls from day one.

  • One approved Shopify Workflow event family and business-state admission rule within the Shopify AI Customer Support service.
  • One authorized account, workspace, organization, or base boundary within the Shopify AI Customer Support service.
  • One AI Customer Support object contract with field and relationship mapping within the Shopify AI Customer Support service.
  • Stable matching through Shopify shop plus customer, product, variant, checkout, order, transaction, fulfillment, return, or Flow run ID and source identity paired with the authoritative ai customer support record, execution, conversation, transaction, or decision identifier
  • Tests for duplicates, stale events, malformed data, denied access, and timeouts within the Shopify AI Customer Support service.
  • Implementation map, test record, and premium PDF operations handover within the Shopify AI Customer Support service.

Adds branching, existing-record matching and a bounded historical pass for teams whose Shopify signals need more than one approved customer support path, while still delivering Shopify AI customer support automation that answers questions about orders, shipping and returns from live order data and your written policies, and hands refunds and exceptions to staff with the full context.

  • Everything in Core
  • Up to four approved routing or state-transition branches within the Shopify AI Customer Support service.
  • Existing-record resolution and one bounded historical checkpoint within the Shopify AI Customer Support service.
  • Lookup-before-replay protection for uncertain writes
  • Named exception ownership and a decision-ready evidence packet within the Shopify AI Customer Support service.
  • Field, permission, and destination-state validation before mutation within the Shopify AI Customer Support service.

Adds reconciliation, drift detection and an aged-exception report for teams that now depend on customer support proposals every day.

  • Everything in Managed
  • Scheduled source-to-destination reconciliation
  • Schema, field, scope, and webhook drift checks within the Shopify AI Customer Support service.
  • Volume-aware retry ceilings and stale-event protection
  • Aged-exception reporting with ownership status
  • Thirty-day release watch and operating review

Within the Shopify AI Customer Support scope, multi-business-unit routing, unrestricted bidirectional synchronization, regulated archives, unsupported extensions, or additional destination systems receive a separate written quote. Third-party subscriptions and usage charges are excluded.

Which Shopify changes should be allowed to start an AI customer support decision?Required

Governed lifecycle set: Use this when several documented Shopify states must converge on one customer support decision.

How should a Shopify record that already has an AI customer support decision be recognized?Required

Ambiguity queue: Send zero-match and multi-match customer support cases to a named reviewer instead of letting the model guess.

What should happen when an AI customer support action can't be confirmed?Required

Managed repair case: Give every uncertain customer support action an owner, a live-state comparison and an approved replay decision.

How soon do you need it live?Required

Standard follows the schedule your other choices set. Pay to move up the queue and go live sooner.

Optional extrasOptional

Each one begins switched off. Turn on what your rollout needs, watch the total, switch it back off.

J11The process

Six steps from copied replies to a support assistant

A short, repeatable process of six steps, ending in a launch review.

  1. Read your inbox

    We sort a month of tickets by type and match each type to the data and policy that answers it.

    Day 1
  2. Approve access

    Read access to the Shopify data in scope is arranged, the model connection is chosen and the approval path is drawn up.

    Access review
  3. Agree the limits

    What the assistant may answer, what it must hand over, the tone and the policy pages are written out and approved first.

    Build phase
  4. Test what goes wrong

    Duplicate deliveries, slow events, blank fields and denied permissions are run in a test copy of the AI workflow, in the Shopify AI Customer Support service.

    Before you review
  5. Launch with notes

    We launch at a checkpoint, watch the first runs with you, and deliver the written handover.

    Release day
  6. Launch support

    For a short period after launch we respond quickly to anything unexpected in the live route.

    Day 1
Handover for Shopify to AI workflow automation: notes, a checked run and a health checkHandover folder: a mapping guide, a runbook and recovery notes as workflow-style PDFs inside a folder marked yours to keep.PDFGuidePDFRunbookPDFRecoveryYours to keepworkflow · runbook · recovery notes

K12Turnaround

Delivery times for each AI Customer Support package

Delivery time starts once access to Shopify and the model service is confirmed.

Direct

6 to 10 business days

Managed

10 to 16 business days

Watchful

16 to 24 business days

L13Getting started

What you bring to the start

A Shopify login or token that can read what the route needs

Permission to add an app, your written policy pages, and the help desk or inbox where questions arrive

Test records in Shopify for the acceptance runs

Names of the people who decide when a Shopify event is valid

Your rule for what to do when Shopify and the AI workflow disagree

A decision on whether history should be loaded or only new events

M14Safety and ownership

A route that borrows access, never rewrites your tools

We read the Shopify data in scope, withhold the rest, and record every suggestion and every decision about it.

Read-only Shopify to AI workflow access: your data stays yoursA customer workflow with the email field masked and a shield with a tick, plus a read-only key tag.CustomersNameEmailNetMaya Chen••••••@••••.com$86Omar Hale••••••@••••.com$142Lena Brooks••••••@••••.com$48Sam Ortiz••••••@••••.com$210Emails masked for everyone elseRead-only

Reversible by design

Because nothing inside Shopify or the AI workflow is modified, switching the route off returns both tools to how they were.

Scoped, revocable access

The integration user or token carries only the rights the route requires.

A purpose for every field

Each mapped field has a reason recorded beside it, so a later review can tell why it was sent.

Find first, write second

The route finds the proposal through a pairing of the shopper's email, the order number and the question before choosing between create, update and leave alone.

Minimal logging

Log lines name the record and the result; they do not reproduce the record.

Full handover

You are not tied to us: the configuration sits in your accounts.

N15In their words

What BoldBellows clients say

Verified reviews from business owners who use BoldBellows automations every day, from marketing and sales to support and operations.

AI Lead Qualification & Sales Automation

Our sales team wasted hours chasing cold leads. BoldBellows built an AI lead-scoring system that reads behavior, email engagement and buying signals.

It filters out weak leads and sends personalized follow-ups automatically, so our team only talks to people who are ready to buy. Conversions rose 40% in the first month. It paid for itself straight away.

Aisha MohammedVerifiedDubai, UAE

AI Workflow Automation for Agencies

Running a digital agency with many clients was overwhelming. BoldBellows built one automation dashboard that tracks tasks, sends updates and creates client reports automatically.

Clients love the transparency and we love the time we get back. Productivity is up, and project delays have dropped to almost zero.

Samuel BoatengVerifiedAccra, Ghana

AI Content & Social Media Automation

Our marketing agency couldn’t keep up with content. BoldBellows set up an AI content engine that writes blog posts and captions and even designs our social media creatives.

It spots trends and suggests topics for us, so we stay ahead of competitors. We now produce three times the content with the same team, and engagement has soared. They didn’t just automate our workflow, they lifted our whole brand.

Daniel BrooksVerifiedToronto, Canada

AI Video & Voice Automation

We publish product videos every week, and BoldBellows introduced us to AI video automation. The system writes the script, voices it and produces the finished video in minutes.

The quality is remarkable: professional voiceovers, clean visuals and smooth editing. Production time went from three days to under 30 minutes, and we scaled our video marketing without adding cost.

Lucas SteinerVerifiedMunich, Germany

AI Email & Smart Inbox Management

Our inbox used to be chaos. BoldBellows built an AI email system that sorts messages, drafts replies and flags anything urgent.

It learns how we write and gets better every week. We reply faster and no longer miss important messages. It feels like having a personal assistant working around the clock.

Chloe AndersonVerifiedMelbourne, Australia

AI Booking & Scheduling Automation

Our coaching business needed a better way to schedule. BoldBellows automated all of it: bookings, reminders, cancellations and follow-ups.

No-shows fell by 60% and clients enjoy how smooth it is. It feels personal, not robotic. One of the best upgrades we’ve made.

Emily CarterVerifiedLondon, United Kingdom

AI Translation & Localisation

When we expanded abroad we needed fast, accurate translations. BoldBellows built an AI translation system that turns our content into several languages instantly.

The translations read naturally and suit each culture. We now serve customers in five new countries without hiring translators. BoldBellows helped us go global.

Kenji NakamuraVerifiedOsaka, Japan

AI HR & Recruitment Automation

Our HR team was drowning in applications. BoldBellows automated screening, skills-based filtering and interview scheduling.

It saves us hours every week and means we only interview qualified people. Hiring is now faster, better organized and more professional.

Olivia MartinezVerifiedAustin, USA

AI Accounting & Invoice Automation

BoldBellows automated our whole invoicing process: creating invoices, sending reminders and tracking payments.

Late payments dropped sharply, and our accounting team finally has time for strategy instead of repetitive admin. Worth every penny.

Ravi PatelVerifiedNew Delhi, India

P16FAQ

Shopify AI support: what support leads ask

Before you commit, here is what buyers most often want confirmed.

?How long does it take?Asked most often6 to 10 daysSet date, no surprisesAnswers, straight away
Can I wire a model to Shopify with a no-code tool?

To get routine questions answered in seconds from real order data, and staff free for the cases that need them, a connector will do. To read the order before answering, stay inside your policy or hand over a refund request with context, you need a designed route. Each of those is covered, tested and handed over in writing.

Where do answers come from?

The live order and your policy pages.

Can it issue refunds?

No. Refunds are handed to a person.

What if it does not know?

It says so and hands over with context.

Does it work in our help desk?

Yes, as a first responder or a drafting aid.

How does it find the order?

By the shopper's email and order number.

Can staff review answers?

Yes, every answer is logged.

Is the list of Shopify Workflow fields the model can read part of the price?

Yes. We list every Shopify field the model may read and every field a proposal may write, with a reason beside each.

Can different Shopify owners have different rules?

Yes. A custom Shopify AI route can branch by type, owner or confidence and ask for approval only where you want it, from $1,620.

What happens when the model version changes on the Shopify AI Customer Support service?

We document each dependency. When a platform alters something, only the records touching it pause, and you are told which. Fixes beyond the review period are priced on their own. This page also answers searches for custom shopify ai customer support automation.

Q17Answer the order questions before a person has to

Give your shoppers answers from the real order

Tell us which Shopify items should reach the model and who signs off. The price comes before anything else, from $1,620.

  • From $1,620, paid once
  • Reads the live order
  • Money goes to a person
  • No monthly fee from us

Need something the packages do not cover? Tell us and we will quote it.