You know the math. Your support team handles 2,000+ tickets a month. Half of them are "where's my order?" The other half are returns, size exchanges, and order modifications that your agents copy-paste between Shopify, your 3PL portal, and Zendesk. During BFCM, you scramble to hire temps who take 3 weeks to onboard – just in time for volume to drop back down. Meanwhile, your per-ticket cost keeps climbing and your CSAT keeps sliding.
This isn't a technology problem. You have the tools – Shopify, Gorgias, ShipStation, Returnly. The problem is you still need humans to operate them. And humans don't scale. We automate those roles entirely.
The Operational Tax You're Paying Every Month
Most e-commerce founders think of support as a cost center they can't avoid. But when you actually break down where your support hours go, the picture is worse than you think:
Where Your Support Team's Time Actually Goes
Carrier API lookup → copy tracking link → paste into reply. Every. Single. Time.
Check return window → verify order → issue RMA → generate label → update inventory. 8-12 minutes per case.
"Can I change my shipping address?" – but only if the order hasn't hit your 3PL yet. Manual check every time.
These actually drive revenue – but your agents treat them the same as refund requests.
VIP complaints, legal issues, PR-risk situations. The only tickets that actually need a human.
90% of your support volume is process execution, not problem-solving. Your agents aren't making decisions – they're following scripts, copying data between systems, and sending templated replies. That's not a job. That's a workflow.
What Changes When AI Owns the Workflow
We don't bolt a chatbot onto your help desk. We automate entire workflows – the person who logs into Gorgias at 9am, triages the queue, tabs between Shopify admin and your 3PL dashboard, and types out 200 responses before their shift ends.
Scenario: WISMO at Scale
❌ Today (Human Agent)
- Open ticket in Gorgias/Zendesk
- Copy order number
- Open Shopify admin → find order
- Copy tracking number
- Open carrier website → check status
- Paste tracking link into reply template
- Add empathetic opening line
- Send reply, close ticket
⏱️ 3-5 minutes per ticket × 50 tickets/day = 4+ hours
✅ With Leverwork
- Incoming ticket auto-classified as WISMO
- Order looked up via Shopify API
- Carrier status pulled in real-time
- Contextual reply generated (delay? proactive apology + new ETA)
- Sent. Closed. Logged. Under 30 seconds.
⏱️ No human involved. Escalates only on carrier exceptions or VIP tags.
Scenario: Returns & Exchanges
❌ Today
Agent checks if the item is within your 30-day window. Verifies it's not final sale. Looks up the SKU to see if an exchange size is in stock. Creates the RMA in Returnly. Generates a prepaid label. Sends the customer instructions. Updates the order notes in Shopify. 8-12 minutes. Per case. Multiply by 30-40 returns per day.
✅ With Leverwork
AI validates the return policy instantly. Checks real-time inventory for exchange availability. Generates the RMA and label automatically. If the customer wants a different size, it confirms stock and creates the exchange order – all within the same conversation. Under 60 seconds. No human touch unless it's flagged as potential return abuse (3+ returns in 30 days from same customer).
Scenario: Peak Season (BFCM / Holiday)
Every year, the same story: ticket volume spikes 3-5× starting Black Friday. You hire 5-10 temp agents in October, spend 3 weeks training them on your systems, your tone of voice, your return policy exceptions. By the time they're competent, it's mid-December. January comes, you let them go. Next year, repeat.
What changes:
AI doesn't need onboarding. It doesn't need 3 weeks to learn your macros. When ticket volume goes from 200/day to 800/day, the system handles it the same way – instantly, consistently, at the same cost. Your peak season support cost becomes flat, not a multiplier.
It's Not Just Customer Support
Support gets the attention because it's the most visible cost. But e-commerce operations are full of roles that are pure process execution:
Order Processing
Address validation, fraud flagging, split shipment routing, wholesale vs. DTC order separation. Your ops person does this on autopilot – which means AI can too.
85-95% automatableInventory Updates
Syncing stock levels across Shopify, Amazon, your B2B portal. Flagging low-stock SKUs. Updating product availability after a restock. Your inventory manager spends hours on this daily.
70-80% automatableProduct Catalog Management
Updating product descriptions, prices, and images across channels. Creating variants. Managing metafields for SEO. This is data entry with a Shopify login.
80-90% automatableChargeback & Fraud Review
Pulling order details, matching shipping confirmations to dispute claims, compiling evidence packages for your payment processor. Tedious, repetitive, high-stakes if missed.
75-85% automatable"We Already Have Gorgias Automate / Ada / Tidio"
We hear this a lot. Here's the difference:
| Help Desk AI (Gorgias, Ada, etc.) | Leverwork | |
|---|---|---|
| What it does | Deflects tickets with canned responses | Replaces the agent – handles the full workflow end-to-end |
| System access | Limited to help desk platform | Operates across Shopify, 3PL, carrier APIs, returns platform, payment processor |
| Pricing model | Per-seat or per-resolution SaaS fee | Partnership pricing with 90-day payback guarantee |
| When it fails | Escalates to your human team (which you still need) | Escalates only true edge cases – your team shrinks from 12 to 2 |
| Who owns the outcome | You. It's your tool to configure and maintain. | Us. We deploy, maintain, and guarantee results. |
Gorgias Automate can auto-reply to "where's my order?" – but can it process the return, check exchange inventory, generate the RMA, and update your Shopify order notes in one flow? No. It's a tool. You still need people to operate around it. We automate the people.
What This Means for Your P&L
Let's make it concrete. A mid-market e-commerce brand ($10M-$50M revenue) with a 10-person support and ops team:
Current Annual Cost
$450K-$650K
Salaries + benefits + tools + training + peak season temps
With Leverwork
$15K-$25K setup
Partnership pricing with 90-day payback guarantee. 2-3 humans for escalations + our system.
Net Savings
$300K-$500K
Redirected to growth, inventory, marketing – things that drive revenue.
And here's the part most AI vendors won't tell you: if we don't deliver that ROI improvement, we offer a 90-day payback guarantee. Our pricing is tied to measurable workstream automation. Not seats. Not resolutions. Not API calls. Roles replaced, costs reduced, results delivered.
How We Deploy in 30 Days
Not 6 months. Not a "digital transformation roadmap." Thirty days from kickoff to live.
We get access to your help desk, Shopify admin, 3PL dashboard, and returns platform. We analyze your actual ticket data – categories, resolution times, agent workflows, escalation patterns. We map every repetitive process your team does daily. No surveys. No workshops. We look at the data.
We connect to your stack – Shopify API, carrier tracking, returns management, payment processor. We build the AI workflows using your actual policies, your tone of voice, your escalation rules. Trained on your historical tickets so it handles edge cases your team has already solved.
AI processes tickets in parallel with your team. Every response is compared against what your human agent would have sent. We measure accuracy, tone alignment, and resolution completeness. Your team reviews AI outputs and flags issues – which we fix in real-time. By day 20, the AI is outperforming your average agent on speed and consistency.
AI takes over primary ticket handling. Your remaining 2-3 senior agents handle VIP customers, PR-risk situations, and complex disputes. Everyone else transitions out. We monitor performance daily for the first 90 days and continuously optimize.
We Work With Your Existing Stack
No rip-and-replace. We plug into what you already use:
Storefronts
Shopify · WooCommerce · BigCommerce · Magento
Help Desks
Gorgias · Zendesk · Freshdesk · Intercom
Fulfillment
ShipStation · ShipBob · Deliverr · 3PL Central
Returns
Returnly · Loop · Happy Returns · AfterShip
Payments
Stripe · PayPal · Klarna · Affirm
Marketing
Klaviyo · Postscript · Attentive · Omnisend
This Works Best If You're…
- Doing $5M-$100M in annual revenue. Enough volume that streamlined operations compound into serious cost reductions. Below $5M, you probably don't have enough tickets to justify it.
- Running 500+ orders per month. That's roughly where WISMO alone starts costing you a full headcount.
- Tired of hiring for peak season. If you dread October because it means onboarding temps who'll be gone by January, this solves that permanently.
- Multi-channel (DTC + marketplace + wholesale). Each channel multiplies the operational complexity. AI handles the orchestration across all of them.
- Not ideal if: Your products require hands-on technical support (custom manufacturing, complex B2B configurations), or your support is primarily relationship-based (luxury concierge).
See exactly which roles we'd replace in your operation
We'll audit your ticket data, map your workflows, and show you the specific headcount reduction and cost savings – with numbers tied to your actual operations. No generic pitch deck. If we can't save you at least 3× our fee, we'll tell you.
Book a Free Operations Audit30-minute call. We look at your numbers, not a slide deck.