AI to Approval Integration | MESA
Connect AI to Approval and automate your tasks
Activity reports
MESA's AI to Approval integration is the fastest way to sync data between the two — without touching a line of code. Choose which fields to send, how they're formatted, and when the sync happens. Start with a pre-built template, customize it with AI, or build something completely unique in under 10 minutes.
★★★★★ 4.9 rating on Shopify App Store
Start your first automated workflow
Use pre-made workflow templates to get started quickly.
View template
Why integrate AI with Approval
The AI to Approval integration helps you sync data, automate manual tasks, and keep your stack aligned — without writing code.
Generate product descriptions without writing a word
When a product is added or updated in Shopify, AI generates a description, tagline, or SEO content from the product data. Your catalog stays fresh without a copywriter in the loop.
Classify and route orders based on their content
AI reads each order's line items, notes, and metadata to assign a category or tag. MESA then routes it to the right fulfillment path, team, or notification — no manual sorting.
Summarize and act on unstructured customer data
AI reads free-form text — customer notes, support tickets, or form submissions — and returns structured output your workflow can act on. What arrives as noise leaves as a clean, usable signal.
Review AI-generated content before it goes live
When AI writes a product description or generates copy, Approval holds the workflow until a team member confirms it. Content only publishes after a human has seen it — no unreviewed text reaches your storefront.
Gate large orders before they process
When an order exceeds a dollar threshold or contains unusual items, MESA pauses and notifies your team. A manager approves before fulfillment begins — no surprises after the fact.
Require sign-off before issuing refunds or discounts
MESA flags refund requests or discount applications and holds them for approval. Your team reviews the context before anything is issued, keeping margins and exceptions under control.
Build any AI and Approval automation
MESA helps you connect apps to automate repetitive tasks. A trigger is an event that starts a workflow, and actions are the steps that occur when it's running.
Skill triggered
Allow AI agents to trigger a workflow
Approval
Pause any automation and require manual approval of data that's about to be published to the next step.
- Approval Status
- Reason
- To Review
Agent
Use AI and a friendly yeti to answer questions with your data.
- Content
Prompt
Execute an open-ended prompt. The most flexible action.
- Response
Web Operator
Let AI navigate websites, log in, click, extract, and submit information for you.
Expert support included
MESA includes hands-on support from automation experts who know how to get things done.
Free workflow setup
We'll build your first workflow with you live. Most merchants walk away with automation saving 5+ hours/week.
Fast response times
Average first response: Same day. Critical issues: Immediate escalation. Complex builds: 24-48 hours.
Managed services available
Personalized workflow reviews, and quarterly check-ins to identify new opportunities as your business grows.
Real humans, always
Chat with real automation experts (not bots). Email support 9am-5pm PST. Google Meet sessions for complex workflows.
Integrate AI with Approval today.
Enjoy a 7-day free trial. Get your first workflow in minutes.
MESA AI assistant
Describe your task...
You've known what your store should be doing. Now it can. Describe the task then MESA handles it from there.