Not a chatbot
A chatbot answers questions. An agent reads data, decides the next step, executes actions and escalates to a person when needed.
waiflow agents
An agent is not a generic chatbot. It is a system that understands context, uses real tools and operates inside processes with traceability and clear limits.
← waiflowNot a chatbot
A chatbot answers questions. An agent reads data, decides the next step, executes actions and escalates to a person when needed.
It is an agent
Business context, guided reasoning, connected tools and human-in-the-loop on sensitive exceptions.
Anatomy
01
Data, history, business rules and conversation or process memory.
02
Interprets intent, prioritizes and chooses the path — with AI only where it adds value.
03
Checks availability, creates records, sends messages, generates documents and triggers workflows.
04
Approvals, exceptions and sensitive data go through a person with full traceability.
How it works
The agent lives between your channels and systems — with orchestration, RAG, LLM and MCP as clear layers.
WAIFLOW architecture — 8 layers
RAG is like an assistant who checks your manual, prices and policies before replying — like a waiter who reads the menu instead of improvising.
MCP (Model Context Protocol) is the tools gateway: the LLM does not guess actions — it invokes typed tools (calendar, CRM, payments) with permissions and audit.
Where they deploy
Agents deploy where your SMB already operates — without forcing a single channel or replacing your stack overnight.
Support, appointments, follow-up and notifications with client context.
Structured capture, embedded assistants and guided flows on your site.
Classification, assisted replies and generated communications with human review.
Read and write in existing systems: customers, orders, inventory, finance.
Ingest, clean and cross data that lives in Excel or shared folders today.
Orchestration with your microservices, webhooks and custom tools.
Jalisco and Mexico
Retail and manufacturing account for much of the state GDP. These are the processes where a waiflow agent drives measurable return.
| Industry | Common process | Pain | WAIFLOW agent | Value | Case |
|---|---|---|---|---|---|
| Retail / Commerce | Quote → delivery | WhatsApp without follow-up | Omnichannel sales | Lead → traceable order | 02 |
| Restaurants / Cafés | QR → loyalty | Waitstaff overloaded | Digital waiter | Fewer errors, more data | 03 |
| Beauty / Wellness | Booking → repurchase | No-shows | Receptionist | 24/7, deposits | 01 |
| Agro / Food | B2B order → delivery | Manual lot tracking | Traceability | Lot-quality-logistics | 07 |
| Beverages / Tequila | Order → shipment | Manual coordination | B2B / export orders | Docs and alerts | 08 |
| Manufacturing / Electronics | RFQ → shipment | Slow RFQs | RFQ + planning | Fast quotes | 05 |
| Logistics / Transport | Pickup → proof | Where is my order? | Logistics dispatcher | ETA and proof | 09 |
| Tourism / Hotels | Lead → post-sale | After-hours leads | Concierge | 24/7 itineraries | 10 |
| Clinics / Health | Appointment → follow-up | Front desk overload | Patient coordinator | Pre-registration | 11 |
| Construction / Maintenance | Request → payment | Wrong technician assignment | Field service | End-to-end proof | 04 |
| Education / Training | Enrollment → certificate | Low retention | Tutor / coach | Student follow-up | 12 |
| Finance / Accounting | Invoices → cash flow | Excel, late collections | Operational finance | Daily visibility | 06 |
SMB cases
Six primary cases ready to sell and six Jalisco map complements — each with AS-IS, TO-BE, sequence, architecture and executed actions.
Most sellable
01
Appointments, deposits and 24/7 reminders.
02
From WhatsApp to paid order.
03
Orders to kitchen and loyalty.
04
Request to closure with proof.
05
From RFQ email to proposal.
06
Invoices, reconciliation and collections.
More Jalisco industries
07
Lots, orders and quality.
08
Tequila and premium beverages.
09
ETA and delivery proof.
10
Itineraries and 24/7 bookings.
11
Appointments and clinical pre-registration.
12
Follow-up and retention.
Interactive diagram
Hover or tap a diagram node for technical detail.
Each step is an action executed by an agent via MCP or approved by a person.
Value KPIs
Integrated systems
| Agent | Tool | Action | Output |
|---|---|---|---|
|
How it looks today
What agents do
Agents involved
Deliverables
Flow
Try it
Interact with real examples or tell us about your operation to design the right agent.