Structured methodology

We do not build loose automations.
We build operations that hold up.

Every engagement follows the same 5-phase methodology. You always know what is happening, what comes next and what success looks like — before a single line of code is written.

How we work
Structured
01
Diagnostic
Process map · ROI priority
Days 1–3
02
Blueprint
Architecture · Client approval
Days 4–7
03
Build
Engineering · AI layer · APIs
Weeks 2–3
04
QA and launch
Testing · Shadow · Go-live
Weeks 3–4
05
Operation (AgentOps)
24/7 monitoring · Monthly upgrades
Ongoing
Visible progress from week one In writing
Written acceptance criteria
Operating agents since 2022
Production in 2–4 weeks
100% of projects with runbook
The 5-phase process

No improvisation. No surprises.
No undocumented systems.

Every phase has a defined input, a defined output and client approval before moving forward. You are never in the dark.

01
Phase 1Days 1–3

Diagnostic

We do not build before understanding. The diagnostic maps every manual process in your operation, quantifies the cost in time and money, and produces a roadmap prioritized by ROI — not by what is technically interesting.

Why it matters: Most automation projects that fail skip this phase: they build the wrong thing — the flashiest flow, not the one that unlocks the most value.

Qué sucede

Interviews with the people who live the process: leadership, operations, sales
Stack audit: integrations, data flows, gaps
ROI quantification: hours × cost per process
Priority matrix: impact vs effort vs time-to-value
Entregables
Prioritized roadmapROI estimateScope proposal
02
Phase 2Days 4–7

Blueprint

Before writing a single API call, the full architecture is designed and approved. Every data flow, decision, error path and integration point goes into a written document — reviewed and signed off by your team before building.

Why it matters: The blueprint is the contract. It removes ambiguity, prevents uncontrolled scope creep and guarantees your team understands exactly what will be built — before it is built.

Qué sucede

Data flow diagrams for every pipeline
AI decision logic and conditions defined
Error handling, retries and fallback paths mapped
Security model: permissions, encryption and audit scope
Entregables
Architecture docSecurity modelClient sign-off
03
Phase 3Weeks 2–3

Build

Engineering follows the approved blueprint to the letter. Flows are built in staging, integrated in sequence and reviewed internally before any external testing. The AI layer is tested and evaluated for accuracy before touching real data.

Our standard: Every pipeline includes idempotency, retries with exponential backoff, an error queue and structured logging from day one. It is not added later — it is born that way.

Qué sucede

n8n workflows / custom APIs built in staging
Prompts designed, tested and evaluated for accuracy
CRM field mapping, API wiring, webhooks
Monitoring stack: dashboards, alerts, logs
Entregables
Working pipelinesMonitoring stackCode + docs
04
Phase 4Weeks 3–4

QA and launch

Nothing goes to production without passing a structured QA protocol. We test correctness, resilience and volume — not just the happy path. Deployment is gradual (shadow run) to catch any surprises before they touch your real operation.

What we test that almost nobody tests: Duplicate events, API rate limits, network timeouts, malformed inputs and concurrent execution under load.

Qué sucede

Edge-case suite per pipeline
Error injection: retries, timeouts, failure queue
Shadow run with real cases before opening traffic
Acceptance session (UAT) and sign-off with your team
Entregables
QA sign-offProduction deploymentVideo walkthrough
05
Phase 5Ongoing

Operation (AgentOps)

Launch is not the end — it is where compounding begins. Every system is monitored 24/7 and improved with monthly optimization sprints based on real execution data. Agents perform better in month 6 than in month 1.

This is the difference: Most agencies deliver and disappear. We operate the system, improve it every month and expand it with your business — or transfer it to your team with a runbook if you prefer to run it yourself.

Qué sucede

24/7 monitoring with failure alerts
Incident response with agreed times (SLA)
Monthly performance review + optimization sprint
API changes, new models and expansion covered
Entregables
Live dashboardMonthly reportImprovement sprints
What makes us different

This is not Zapier consulting.
It is operational engineering.

What separates production-grade automation from fragile hobbyist workflows — and why it matters when you scale.

0
Silent failures
100%
Traceability
100%
With handover option

Blueprint before code

Every system is fully designed and client-approved before building. The architecture document is the contract: ambiguity does not enter the build phase.

Most: start building and figure it out along the way.

Security as a principle

Encryption, least privilege, secrets management and audit logging in every pipeline from the first line — backed by 15 years of cybersecurity, not patched in when someone asks.

Most: add security afterwards, if at all.

Nothing fails silently

Every execution is logged. Every failure triggers an alert. Every error has a defined recovery path. You find out about problems before your customers — and before they cost money.

Most: the flow stops and you find out weeks later.

Idempotent by design

Duplicate events never create duplicate actions. Webhook replays, API retries and double triggers are handled at the architecture level — not patch by patch after each incident.

Most: duplicate records, double sends and a corrupted CRM.

Systems that compound

Monthly sprints use real execution data to improve accuracy, reduce latency and expand coverage. Our agents perform better in month 6 than in month 1.

Most: build, deliver and never look at it again.

No hostage pricing

We operate and evolve the system for a clear monthly fee — monitoring, improvements and support included. And if you ever want full control, the handover option gives you code, architecture documentation, video walkthroughs and runbooks.

Most: proprietary platforms with no way out, and prices that rise once you depend on them.
Typical timeline

What the first four weeks
actually look like.

This is not a theoretical waterfall diagram: it is how a typical "Agent in production" engagement runs, from signature to go-live.

Project timelineDays 1–21+
Day 1Day 7Day 14Day 21+
Diagnostic
Blueprint
Build
QA & go-live
Operation
Visible progress ⚡ week 1

A typical agent reaches production in 2–4 weeks. Multi-area programs vary by scope — typically 4–8 weeks.

W1
Week 1 — Understand and design
Days 1–7
Interviews with your team completedDay 3
Prioritized roadmap deliveredDay 3
Architecture blueprint draftedDay 5
Blueprint approved by the clientDay 7
Time required from your team: ~3–4 hours over 2 calls
W2
Weeks 2–3 — Build
Days 8–18
Credentials/access provided by the clientDay 8
Core flows built in stagingDay 12
AI layer tuned and accuracy-evaluatedDay 15
Monitoring and alerts configuredDay 18
Time required from your team: ~1 hour (access handover)
W3
Week 4 — Test, launch and hand over
Days 19–28
Full QA suite passedDay 21
Shadow run with real casesDay 23
Acceptance session (UAT) and sign-offDay 25
Go-live + runbook and videos deliveredDay 28
Time required from your team: ~90 min for acceptance

Preguntas comunes

Las preguntas que surgen antes de arrancar cualquier proyecto.

We build in a simulated environment while access is obtained — adding 2–3 days at most. The blueprint includes a credentials checklist so your IT team knows in advance what is needed and when; it usually takes them under 2 hours to prepare.

For focused agents with clear scope and available access, yes, it can be accelerated. On large systems under time pressure we parallelize the diagnostic, the architecture and the low-risk work. What we never compress: QA and the shadow run.

About 6–8 hours total in a typical engagement: discovery workshops, architecture review, access handover and final acceptance. We deliberately minimize the demand on your team so it can keep running the business.

Yes — most projects integrate what you already have instead of replacing it: CRM, ERP, WhatsApp, e-commerce, invoicing, spreadsheets, custom APIs and hundreds of other platforms.

The standard model is managed: the platform is ours and we operate it for a monthly fee that includes support and continuous evolution. If at some point you prefer full ownership, the handover option transfers complete documentation, workflow exports, architecture diagrams, admin guides and code access.

Launch is the beginning, not the end. Every production system includes monitoring, alerts and reporting. Most clients continue with Managed AgentOps: monthly optimization sprints, coverage expansion and adaptation to new requirements — or we transfer the operation to your team with a runbook.

Start the process

The evaluation call is free.
The diagnostic is Phase 1.

The 30-minute call is not a pitch: it is to find out if there is a fit. If there is, the diagnostic kicks off the process with a written roadmap and budget — and is credited to your first project.

Free evaluation call
Honest fit (or we tell you)
ROI-prioritized roadmap
Per-phase budget, in writing
Production in 2–4 weeks
Same-day response
What they say after the call

"They came to the call with specific observations about our operation. It felt less like a sales call and more like a working session."

OD
Head of operations · Healthcare · Mexico

"Zero pressure. We left with the roadmap, the per-phase budget and a clear proposal — everything I needed to decide with my partner."

MD
Managing director · Professional services
The 4 steps from here
1
Book the evaluation call (30 min, free)
2
Diagnostic: roadmap + written budget
3
You approve and we start — production in 2–4 weeks
4
AgentOps: systems improve month after month
LATAM
US
EU
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Automating operations since 2022 · LATAM, US and Europe