01
“Where is my order?”
The most common support question in e-commerce. The agent reads live carrier and fulfillment data and answers instantly — no ticket, no wait.
Industry guide — Systems Journal
AI agents for e-commerce.
Online shoppers expect an instant answer and leave when they don't get one. An AI agent answers order, returns, and product questions the moment they're asked, recovers abandoned carts through Automate, and holds up through peak season without seasonal hiring.
- Website · WhatsApp · Messenger · Instagram
- 50+ languages
- Shopify · Amazon connectors
- From $97 a month · 15-day trial
01 / Sample conversation
A tracking exception, then an exchange.
A scripted sample, not a live session. It shows the two jobs a store's agent has to do well: read the real record, and take the action the policy allows.
- The tracking check reads the carrier's live status, not a cached copy.
- Holding the exchange for 24 hours instead of guessing is a deliberate rule, not a stall.
- The label and the size hold are actions the agent is scoped to take on its own.
Shopper
Hi, I ordered a jacket last Tuesday and the tracking hasn't moved in three days. Where is it?
Agent
I checked order #58211 with the carrier: it's showing an exception at the regional hub, which usually means a routing delay, not a lost package. I can open a claim with the carrier now, or hold 24 hours to see if it clears on its own. Which would you like?
Shopper
Let's wait a day. Also — I ordered a jacket in size Medium last month and it runs small. Can I exchange it for a Large?
Agent
Order #55032 is inside your return window and eligible for exchange. I've sent a prepaid return label to your email and placed a hold on a Large so it's there when the exchange ships. If the tracking on #58211 hasn't cleared by tomorrow, I'll open that carrier claim automatically.
02 / What it handles
The work every store owner knows.
02
Returns and exchanges
Checks eligibility against your policy, generates the label, and places a hold on the replacement item so it doesn't sell out mid-exchange.
03
Product and sizing questions
Answers specs, compatibility, and fit from your own catalog and size charts, so shoppers buy with confidence instead of bouncing to a competitor.
04
Abandoned-cart follow-up
Flags carts left behind and hands the follow-up to Automate, so the sequence goes out without a person watching a dashboard.
05
Global, multilingual shoppers
Replies in the language the shopper wrote in, across 50+ languages, from the same knowledge base you already maintain in English.
06
Peak-season volume
Handles a Black Friday spike at the same quality as a quiet Tuesday. There is no seasonal staff to hire, train, and let go.
03 / Integrations
It reads the systems you already run.
No logo wall. This is what actually connects, and what each connection is for — read access for lookups, write access for the actions you allow.
| Role | Systems | How it connects |
|---|---|---|
| Order and fulfillment | Shopify, Amazon | Open-source ERPNext connectors published by Frappe. Other carts and marketplaces connect through the REST API. |
| Shipping and tracking | ShipStation | Parsimony's ShipStation integration for ERPNext is open source on GitHub. Carrier scans and delivery exceptions are read at answer time. |
| Support channels | Website, WhatsApp, Facebook Messenger, Instagram | One agent and one knowledge base on every channel. Add a channel later without rebuilding. |
| Follow-up and CRM | Parsimony Automate, or your existing CRM | Abandoned-cart sequences and the customer record after a handoff to a person. |
Details on the ERPNext connectors are on the Cloud ERP explainer. The full channel and system list is on AI chat agents.
04 / Estimate your savings
What could an agent save your store?
A worked example at the calculator's own starting numbers: 1,200 inquiries a month, 6 minutes to handle each, $25 an hour loaded, 70% automated. That works out to 840 inquiries handled by the agent, 84 hours a month off your team's plate, and about $2,100 a month in support cost. Drag the sliders to your own numbers below.
Your numbers
1,200
Chats, emails, and calls your team handles monthly.
6 min
Minutes a team member spends per inquiry.
$25/hr
Hourly cost per support team member (wages + overhead).
70%
Set the share of routine inquiries you expect the agent to handle.
Add a quoted or estimated cost to see net savings and payback below.
Your estimate
840
Inquiries handled by AI / month
84 hrs
Team hours saved / month
$2,100
Estimated monthly savings
$25,200
Estimated annual savings
Estimates only, based on the inputs you provide. Actual results vary by business. Contact us for a tailored assessment.
05 / What changes
More sales, fewer support fires.
When shoppers get an instant, accurate answer, they buy more and return less. Your team stops re-answering the same question and spends the day on the store instead of the inbox.
- 01
Fewer “where is my order?” tickets in the queue
- 02
Faster answers on sizing and fit, before the shopper bounces
- 03
Coverage across chat, WhatsApp, and social outside business hours
- 04
Abandoned-cart follow-up that goes out without a person watching it
- 05
Consistent, on-brand answers instead of a different reply from every rep
- 06
Support that holds up through a holiday spike without seasonal hiring
Operator's note
The worked example above uses the calculator's own defaults on purpose, so the number is checkable, not a marketing figure. Run it again with your own inquiry volume and handle time — the standalone version lives on the ROI calculator page, and the abandoned-cart side of the funnel is covered on the Automate explainer.
06 / Questions
What store owners ask before they scope.
- 01
Does the agent connect to Shopify or Amazon directly?
Yes, through ERPNext's open-source connectors for Shopify and Amazon, or through the REST API for other carts and marketplaces. Order status, stock, and tracking are read live at the moment the shopper asks.
- 02
Can it actually process a return, or just answer questions about one?
It checks eligibility against your policy and issues the label as an action, the same way it looks up an order as a lookup. Every write action, like issuing a label or placing a hold, is scoped to what you allow when the agent is built.
- 03
What happens with a shopper who doesn't write in English?
The agent detects the language and replies in it, across 50+ languages, from the same knowledge base you maintain in English. You don't translate your FAQs or product pages first.
- 04
How is an ecommerce agent different from Parsimony Automate?
Automate is the CRM and the follow-up sequence: the abandoned-cart emails and texts, priced publicly and billed at Stripe. The agent is the conversation itself, answering the shopper in the moment. Most stores run both — the agent for the immediate question, Automate for what happens after.
- 05
How is it priced, and how long does it take to launch?
Parsimony Chat is self-serve: $97 / $197 / $497 a month with a 15-day free trial, live the day you sign up once your catalog and policies are uploaded. Store connectors, write access like issuing labels, and other custom integrations are larger deployments, scoped separately. Run the calculator below with your own numbers first.
The general hiring trade-off is covered in AI agents vs hiring, and the full support-cost breakdown is in the real cost of customer support.
Related guides
Keep exploring
- 01
Answer store hours, stock, and product questions instantly, book appointments, and drive foot traffic.
- 02
AI Agents for Professional Services
Capture and qualify inquiries, book consultations 24/7, and free billable staff from routine intake.
- 03
Resolve routine questions instantly and cut ticket volume without growing your team.
Pricing
Automate and Parsimony Chat are self-serve.
Cloud ERP is quoted.
Parsimony Chat, the AI chat and voice agents, is $97 / $197 / $497 a month with a 15-day free trial — see the Chat packages. Parsimony Automate is $57 / $199 / $497 a month with a free trial on every plan (30 days on Startup, 7 on Professional and Premium) — see the Automate plans. Cloud ERP is quoted to the job: call or send the form and we put a package together.
- 01Quoted
Cloud ERP
Managed ERPNext on Frappe Cloud. Quoted to the job; the $999 operations analysis is the fixed-price first step.
- 02$97 / $197 / $497 a month · self-serve
Parsimony Chat — AI chat and voice agents
Chat on your site, voice on your phone line, trained on what you upload. 15-day free trial. No credit card required.
- 03$57 / $199 / $497 a month · self-serve
Automate
CRM, funnels, two-way text, workflows, and websites on one login.