Yes, hold it for me
HighRetailAI agents · WhatsApp, voice and CRM in one place
Your customers send messages.
mirlo answers.
An AI agent answers around the clock, across six channels: it replies in seconds, scores the lead, books the meeting and writes it all into your CRM.
Do you still have it in medium? Do you ship to Guadalajara?
Hi, we do ship there. Let me check the stock for a second.
SofíaDOSure, thanks.
There's one left in medium. Shall I hold it while you decide?
SofíaDOYes, please hold it for me.
Done, it’s on hold under your name for 24 h. Shipping to Guadalajara takes 48 h.
SofíaDOThat works. Can you send me the payment link?
Here it is. Once it clears, the order leaves the warehouse.
SofíaDOJust paid. Will you let me know when it ships?
Of course, I'll send you the tracking number as soon as it goes out.
SofíaWas it solved?
Solved
Solved on first contact
How hard was it for them?
Easy
More effort means a worse experience
Any churn risk?
None
Risk of leaving
Expected satisfaction
5 / 5
Out of 5
Summary
The customer asked about stock in medium and delivery to Guadalajara. The agent confirmed one unit, held it for 24 h, sent the payment link and promised the tracking number on dispatch.
Case type
Purchase request · Catalogue, shipping and online payment
Topics
StockShippingOn holdPaymentSend the tracking number once the order leaves the warehouse.msg 9-10
Agent "I'll send the tracking as soon as it ships"
Duration
0:32
Answered by
Valeria Ríos
Ended by
The contact
Line
+52 55 4120 7788
Was the issue resolved?
YesSolved on first contact
How much effort did it take?
LowMore effort means a worse experience
Any risk of churn?
LowChurn risk
Summary
The contact asked about stock in medium and delivery to Guadalajara. The agent confirmed one unit, put it on hold and offered the payment link.
Reason
Product availability
Topics
Medium sizeDelivery to JaliscoOn holdInboundDo you still have it in medium?
ValeriaLet me check… yes, one left. Shall I hold it?
InboundYes please. And does it reach Guadalajara?
More than 1000 companies trust mirlo companies across LATAM
AI agentsAn agent that handles it, not a bot that replies.
You pick what it does and where it answers. The rest it learns from what you already talked about.
- Your catalogueIt knows what you sell and what is left
- Your systemsIt reads and writes where you already work
- Your workflowsIt does what you defined, when it applies
- Your channelsIt answers wherever they write you
- Reason
- Size exchange
- Resolution
- No human stepped in
- RepliesIn seconds, at any hour
- ReadsIntent, sentiment and reason
- ScoresFlags who is about to buy
- RecordsThe contact lands on its own
- ReportsWhat happened, already summed up
6steps to build one
Type, category, goal, and publish.
12languages and variants
From Mexican Spanish to French.
5channels per agent
Voice, WhatsApp, Instagram, Messenger and web chat — one brain.
“Pasamos de un call center de siete personas a tener un call center de tres. Y no solamente por el ahorro: la eficiencia que hemos logrado, para mí, es lo más importante.”
DivyaCustomer service · Beauty stores
people in the call center
It used to be seven
of agents supervised
They say so in their testimonial
CRMThe CRM fills itself with what you already talked about.
Without typing in a single contact. Just keep scrolling.
Whoever writes to you is already a contact.
| Contact | Channel | Company | Labels | Last contact |
|---|---|---|---|---|
| DODaniela Ortiz+52 33 1245 8890 | Acme | CustomerRetail | hace 4 h | |
| CNCarlos Nava+52 55 2318 4471 | — | Prospect | hace 6 h | |
| ACcompras@acme.mx+52 81 5540 1123 | Acme | Wholesale | ayer | |
| RSRenata Solís+52 33 9087 6612 | Web chat | Nordia | Customer | ayer |
| BLBruno Lazcano+52 55 7741 2039 | Call | — | ProspectVIP | hace 2 días |
| MRMariana Ruiz+52 44 3390 5518 | Messenger | — | Customer | hace 3 días |
| ECEmilio Cárdenas+52 55 6612 8804 | Nordia | CustomerWholesale | hace 3 días | |
| PVPaulina Vega+52 81 2277 4590 | — | Prospect | hace 4 días | |
| VNventas@nordia.mx+52 33 4408 1176 | Nordia | Customer | hace 5 días | |
| GPGabriela Pons+52 55 9930 2264 | Web chat | — | ProspectVIP | hace 5 días |
| TITomás Iriarte+52 44 5581 0937 | Call | Acme | Customer | hace 1 sem |
| SBSofía Bermúdez+52 55 4473 8820 | Messenger | — | Prospect | hace 1 sem |
| WA+52 33 2016 ···+52 33 2016 5541 | — | Prospect | hace 1 sem | |
| IPIgnacio Prado+52 55 8829 3074 | Acme | Customer | hace 1 sem | |
| CFCamila Ferrer+52 81 6634 9912 | — | CustomerVIP | hace 2 sem | |
| VEcontacto@vela.mx+52 33 7702 1148 | Vela | Wholesale | hace 2 sem | |
| NFNahuel Ferrari+52 44 1195 6620 | Messenger | — | Prospect | hace 2 sem |
| JBJulia Bengoa+52 55 2240 8836 | Web chat | — | Customer | hace 3 sem |
AI readingupdated 1 h ago
Sentiment slipping: asked twice about delivery and got no dateThey wrote again about their order and never got a concrete date. The sentiment trend went from steady to slipping.
- Interactions
- 84
- Messages
- 61
- Calls
- 23
- First contact
- 19 jun
- Last contact
- 23 sep
Linked records
Products of interest
Picked up from what they wrote. Nobody typed them in.
Labels
CustomerRetailVIPDeals
1Tickets 1
Every deal, with its odds.
Close probability
24%confidence 79%
1 / 6 · Prospect
Momentum
Stalled71%
The thread stopped with no agreement
Next step
Weak84%
No date was agreed
Risk
Low68%
No competitor came up
Intent
Medium77%
Asked for pricing, booked no demo
A complaint is already a ticket.
| Ticket | Status | Priority | Requester | Assignee | Created |
|---|---|---|---|---|---|
| SOP-0412Payment gateway | Waiting on customer | High | DODaniela Ortiz | VRValeria Ríos | hace 5 h |
| SOP-0411Delayed shipment | New | High | CNCarlos Nava | IASofía | hace 5 h |
| SOP-0409Size exchange | On hold | Normal | BLBruno Lazcano | Unassigned | hace 19 h |
| SOP-0403Wholesale quote | Waiting on customer | Normal | ACcompras@acme.mx | VRValeria Ríos | hace 3 días |
| SOP-0397Warranty | Snoozed | High | RSRenata Solís | IASofía | hace 5 días |
Tracking says delivered and the parcel never arrived. They want it traced with the carrier and a new date, or a refund.
Source conversation
Carlos NavaWhatsApp · Delayed shipmentOpen in InboxActivity
- Status: New → Waiting on customer
- Ticket created from the chat
And there is more inside the CRM.
Everything above is what gets used daily. This comes along too.
- 4.6SatisfactionSurveysSatisfaction on close, with its score
- Thursday 2409:3011:0016:15AppointmentsA calendar with status and reminders
- $2,540$690Total$3,230QuotesBuilt straight from the deal
- Customer type
- Wholesale
- Region
- West
Custom fieldsThe data your operation needs- CentroPolancoGuadalajaraBranchesEvery ticket knows where it came from
- OnboardingCollectionsSupportProjectsTickets grouped by workstream
- Quarterly target$120k74%TargetsSales goals per team
- 1,248contacts in one CSVImport and exportCSV both ways
- soporte.acme.mx/SOP-0412Waiting on customerPublic pageYour customer checks their own ticket
- CustomerVIPWholesaleAt riskRetail+23LabelsYours, across contacts, tickets and accounts
Web chatA visitor writes on your site. It shows up in your inbox.
No contact form, no waiting on an email nobody answers.
We reply instantly · 24/7
lucia.andrade@correo.mxYour emailStart chatBy continuing you agree to receive messages. No spam.
Saved on its own
- The visitor's email
- Source channel
- Page they wrote from
- The whole conversation
1line of code
Paste it once on the site and it is running.
24/7on duty
The agent replies at night and on weekends.
0things to type in
The contact and its history get written on their own.
CampaignsOne message to thousands. Every reply, a conversation.
You pick the template, the list comes from the CRM, and then you see who read it and who replied.
Template
This is what each person gets
Hi {{1}}, we are expecting you on Saturday at the open house. Reply to this message to confirm your spot.
See the invitation
Recipients
- Active customers3,120
- Interested, not enrolled1,842
- Partnerships214
Estimated cost
~$16.95 USD~$0.0092 USD per message
Approximate price, varies by region.
Sending
03187421,1541,5891,842of 1,842
Each one gets their message with their name in it.
Total
1,842Delivered
1,79697.5% of sentRead
1,21367.5% of deliveredReplies
40222.4% rateFailed
462.5% of sent
| Variable | Status | |
|---|---|---|
| +52 33 1245 8890 | Daniela | Read |
| +52 55 7781 2043 | Renata | Replied |
| +52 55 2318 4471 | Carlos | Delivered |
| +52 81 3390 6612 | Bruno | Read |
| +52 33 4402 7758 | Mariana | Failed |
Showing 5 of 1,842
46 · 2.5%Could not be delivered: that number does not take messages.Clean up the list
- 1You set it up
- 2It goes out
- 3You see what happened
5statuses per recipient
Pending, delivered, read, replied and failed.
1conversation per reply
It lands in the inbox and an agent or the AI takes it.
0spreadsheets
The list comes from the CRM, variables included.
In numbersWhat changes once mirlo is in.
90% of conversations the AI closes on its own
of conversations the AI closes on its own
no human ever steps in · measured over 30 days
3 s to the first reply
to the first reply
before: hours, or the next morning
7→3
people on the support desk
Retail and beauty · same volume
3 meses
selling like it had not sold in three years
Universidad América Latina · in their own video
FlowsWhat you do by hand today, built once.
Drag blocks, connect them, and that runs every time a message comes in.
Drag to add to the flow
Search a node...- Start3
- Voice11
- Messaging15
- Integrations6
- CRM19
- Appointments6
- Payments4
- Logic7
- Finish5
76 nodes in total
76nodes to build it
From pulling up a contact to charging them.
9families of blocks
Voice, messaging, CRM, appointments, payments, logic.
0lines of code
Drag it, connect it, publish it.
By industryBuilt for yours.
The message that reaches you is not the one that reaches everyone else. Find yours.

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The booking happens while the interest is still there
Automotive

“Could you move my Thursday appointment to next week?”WhatsApp · Wednesday 08:10
Zero calls to the front desk to move an appointment
Services and health
Everything elseWhat did not fit in the screens above.
Eleven more tools, inside the same product.
It joins your calls, takes notes and hands out the tasks
- Send the quoteAna
- Set up 12 linesRafa
- Schedule the trainingSofía
Which ad brought the sale, not just the click
- 13,861Clicks
- 1,204Chats
- 388Leads
It already speaks to your stack
It listens to every one and tells you which to review
- #4821 · late deliveryReview
- #4817 · size swap9.2
What happened, without the spreadsheet
Busiest hour 12:00
What they keep asking for and you do not stock
- French press
- Conical grinder · 214 orders
- Drip coffee maker
- Cloth filters
It answers in three languages
Wire it into your own systems
POST /v2/messages
{ "to": "+5255…",
"agent": "ventas" }
→ 201 · 120 msEveryone sees their own
The inbox on your phone
And your team's phone lines, on the same bill
Your customers already wrote.
Answer them first.
We walk you through your own case in a 30-minute demo.









