Technology and operational intelligence

We turn complex operations into intelligent systems.

AI to execute. Data to decide. Engineering to scale.

We design AI agents, automations and integrations that connect customer service, systems, data and teams — cutting operational work and producing measurable results.

An intelligent operation, end to end

  1. Message comes in
  2. Intent understood
  3. Information looked up
  4. Action executed
  5. Result recorded
  6. Management gets intelligence

+50.000

conversations handled by AI agents

in production since December 2025

85%

resolved with no human intervention

~1 min

average first response time

100%

of conversations started by the AI

Real operations. Measurable results — validated on the platform, not on a slide.

Via Médica Case
In practice

This isn't a demo. It's serving patients right now.

A real healthcare operation — Via Médica, a diagnostic clinic in Maracanaú · CE — with roughly 9,000 monthly conversations run by AI: bookings, reschedules, exam quotes, prep instructions and schedule confirmations.

Plenty of companies have a demo. We have an operation — measured and reported every month.

See the full case
Operation · liveMon · 9:44 AM

287

Conversations today

88%

Resolved by AI

49s

First response

Conversations · last 30 daysstable at scale
  • Booking confirmed — ultrasound09:41
  • Prep instructions sent09:42
  • Handed off to the team — complex case09:44

Operation dashboard · real numbers from the Via Médica Case

Who it's for

OxeFlow might make sense for you when…

The industry doesn't matter. What matters is how much of your operation still depends on someone remembering, copying, checking and notifying.

…your team

  • copies data from one system into another
  • answers the same questions every day
  • relies on people to keep track of deadlines
  • updates customers manually, one by one
  • loses information between WhatsApp, spreadsheets, CRM and email
  • struggles to know where the bottlenecks are

Recognized your operation in two or more items? Then the diagnostic will pay for itself.

The model

The whole operation is the system.

Customer service, documents, billing, calendar, contracts, CRM, messaging, internal processes and data don't work in isolation.

Our engineering connects those parts so the operation works as a single system — what happens at one end becomes data, decision and action at the other.

OxeFlow Orchestration
Customer service
Documents
Finance
Calendar
Processes
CRM
Management
Data
Our biggest differentiator

We don't deliver and disappear.

Once the system goes into production, one of the most important parts of the work begins.

We track the real data

Volume, resolution, errors, time — the operation in production is measured every day, not estimated in a meeting.

We analyze what the operation is saying

Conversations, exceptions, bottlenecks and behaviors. That's where the problems no one asked us to look for show up.

We turn it into improvement

What the data reveals becomes a concrete adjustment the next month. Today's system is the worst it will ever be.

Automation executes. Data shows. OxeFlow interprets and improves.

Social proof

The people who live the operation can tell.

Our operation is complex, with several specialties, schedules and particulars. The off-the-shelf solutions we knew were rigid and forced the operation to adapt to the tool. With OxeFlow it was the opposite: the solution was built for our reality. Today we have more clarity about what happens in the operation, we spot opportunities for improvement and we make decisions with information we simply didn't have before.

Milena Rosado

Managing Partner · Via Médica

Operational intelligence

Data that arrives with a conclusion.

A dashboard shows what happened. Operational intelligence helps you understand why it happened, what deserves attention — and what to do next.

Questions the reports answer

  • Where are we losing opportunities?
  • What's generating rework?
  • What changed since last month?
  • Where is the team overloaded?
  • Which process is creating a bottleneck?
  • What problem was the operation hiding?

The client doesn't just get numbers.
They get context, analysis and next steps.

Monthly report · customer service operationVia Médica Case · Jun 2026

01 · What happened

8,959conversations

1,760bookings

49sAI first response

88.8%no human intervention

02 · What changed

A follow-up engine went live mid-month: 41 patients recovered in the first two weeks — conversations that used to die in silence.

03 · What we found

Part of the exam reschedules come from poorly understood prep instructions — a cost that was invisible in the daily routine.

04 · What we recommend

Automatic prep reinforcement the day before each exam → implemented the following month

Real monthly reading format · public numbers from the Via Médica Case

Real discoveries from the operations

Healthcare · Exams

Poorly communicated prep is a guaranteed reschedule

Analyzing the conversations, we saw that part of the exam reschedules came from poorly understood prep instructions. The agent started sending the prep at booking time — and reinforcing it the day before.

Calendar · Occupancy

People who don't confirm, no-show

Active day-before confirmation, run by the AI, turns silence into a response — and every slot confirmed or freed in time is revenue the front desk alone would have no way to capture.

835reminder confirmations in a single month

Data quality

Bad records hide active customers

An automated audit found records with an incorrect or missing phone number — profiles that would make active customers look nonexistent to the agents. Automation doesn't just execute: it reveals problems.

Capacity · Distribution

The bottleneck shows up before it grows

How cases are distributed across people and boards shows where the operation is concentrated — and lets you redistribute work before the bottleneck turns into a delay for the client.

The experience

One conversation. Several systems working behind it.

The customer talks naturally. The operation queries data, executes actions, records events and measures results — without the conversation feeling like a machine.

  • Understands natural language — the conversation doesn't turn into a form
  • Checks the clinic's calendar and systems in real time
  • Executes: books, records and sends the right instructions
  • Knows when to hand off to a human — with full context

Front desk · AI agent

in operation

10:37 PM

Good evening! I need an abdominal ultrasound, do you have any openings this week?

Good evening! We do 😊 For a full abdominal ultrasound I have Thursday at 7:40 AM or Friday at 8:20 AM. Does either of those work for you?

Thursday 7:40. Does it need any prep?

Thursday at 7:40 it is! And yes: an 8-hour fast before the exam. I'll send you the full instructions right here, all in writing.

Can it be under my mother's name? She's the one having it done

Of course! Could you confirm her full name for me, please?

Maria ●●●●● ●●●●●

All set ✓ Full abdominal ultrasound — Thursday, 7:40 AM, for Maria. The day before, I'll send the reminder with the prep instructions. If you have any questions, just reach out!

Illustrative conversation based on the operation's real flows. Personal data is never exposed.

OxeChat · our platform

Every channel in one hub. Ready for automation.

WhatsApp, Instagram Direct, Facebook Messenger, email and webchat in a single inbox, with CRM and Kanban — the omnichannel platform we operate and build your automations on.

Explore OxeChat
WhatsAppInstagram DirectFacebook MessengerEmailWebchatTelegram
Our approach

More than AI. Because we don't start with AI.

We start by understanding how the operation really works: where the work stalls, where information gets lost, where people repeat tasks.

Only then do we decide what needs an AI agent, automation, integration or analysis. Deployment isn't the end of the project — it's the start of the improvement cycle.

Understand → Connect → Automate → Measure → Improve

  1. 01Diagnostic

    We understand how the work really happens — not how it should look on paper.

    • People and systems
    • Tasks and exceptions
    • Bottlenecks and rework
    • Available data
  2. 02Architecture

    We define the ideal architecture on top of what you already use — no tool swap, no big bang.

    • Agents and automations
    • Integrations and data
    • Observability
    • Security and data protection
  3. 03Deployment

    We build and connect the operation progressively, with validation, control and a human fallback.

    • Testing with real cases
    • Gradual, reversible rollout
    • Human fallback by design
  4. 04Observability

    We measure what the agents and automations actually do — errors are caught before they become problems.

    • Volume and execution
    • Resolution and errors
    • Time and conversion
    • Operational impact
  5. 05Continuous evolution

    Deployment isn't the end of the project. It's the start of the improvement cycle — guided by the operation's own data.

    • Analysis of real behavior
    • Monthly improvements
    • New flows as the operation grows
Breadth

Other operations in production.

The methodology isn't niche: understand, connect, automate, measure and improve works in very different operations.

Retail · Self-service

Self-service laundromat

Service and operations integrated on WhatsApp: questions answered around the clock, automatic notifications and the store running with no one at the counter.

Internal · Finance

Financial routines

An internal agent that looks up information, answers the team's operational questions and supports billing and reconciliation — finance asks, the system answers.

The next one

Your operation

The methodology is the same in any industry: understand the operation, connect the parts, automate what makes sense and measure everything.

Our engineering

The technology is the infrastructure of the delivery — not the product.

The thing to remember: we turn fragmented operations into systems. The stack behind it is open, runs in production and is documented for anyone who wants to look under the hood.

Explore the architecture and stack

Intelligence

OpenAI · Google Gemini · Anthropic Claude

Orchestration

n8n

Data

PostgreSQL · Redis

Infrastructure

Docker

Customer service

OxeChat · WhatsApp Business Platform · Meta

Integrations

APIs and webhooks · Trello · ZapSign · Wise · Google Drive and Sheets · Proprietary systems

Frequently asked questions

What every manager asks before automating.

Smaller projects usually have their first flows in production within a few weeks. More complex operations are deployed in stages, starting with the highest-impact areas — you see results before the whole project is finished. In the diagnostic, we define a realistic timeline for your operation, with progressive deliveries.

A deployment project + a monthly operation subscription that covers monitoring, continuous evolution and infrastructure. The diagnostic sizes the investment to the scale of your operation.

Yes. We integrate via API, database or interface automation. Switching tools is the exception, not a prerequisite — we design the solution on top of what you already use.

Data travels through Meta's official API, on dedicated infrastructure, with least-privilege access and full data protection compliance. Our privacy and data deletion policies are public.

That's where our work really begins: continuous monitoring, monthly metrics and constant evolution. The operation generates data, and the data generates the next improvement.

No. It absorbs the repetitive work so the team can focus on what needs a person. Complex cases are handed off to humans by design — with full conversation context.

Next step

Shall we diagnose your operation?

A 30-minute conversation. You explain how the operation works today; we point out where manual effort costs the most — and what engineering solves first.

30 minutes to understand your operation, your bottlenecks and where there's a real opportunity for gains. No generic sales pitch.

(85) 99712-5569contato@oxeflow.com.brOxeFlow LTDA · CNPJ 65.079.821/0001-00