We implement the AI
your company needs
Artificial intelligence for businesses in Mexico: we design and integrate custom AI systems that understand your processes, use your systems and execute real tasks alongside your team. Based in Guadalajara, Jalisco, working with companies across Mexico.
We don't sell generic agents · We build AI around your operation
We don't adapt your company to AI. We adapt AI to your company.
Most AI solutions answer questions, generate content or automate one specific task. But a real company has processes, systems, rules, people, permissions, exceptions and operations that depend on one another. That is why a generic AI rarely becomes a real part of the operation.
Your company
doesn't need
another chatbot
An isolated AI solves tasks. An AI architecture can operate complete processes.
What AI can do once it understands
AI stops being a query tool and becomes part of the operation
A layer of intelligence over your existing operation
This is not about replacing your systems. It is about adding a layer that understands what is happening, determines what should happen and coordinates the necessary actions.
Real processes
Designed around your processes and the results you need to achieve.
Existing systems
CRM, ERP, databases, APIs, email, documents and internal applications.
Business rules
Policies, permissions, validations, conditions and your own exceptions.
The way you work
Structure, roles, responsibilities and the real needs of your organization.
AI can operate wherever your company needs it
Understand
Documents, emails, conversations, requests, databases, operational context.
Analyze
Information, patterns, conditions, rules, history, incidents, results.
Decide
Evaluate conditions, classify, prioritize, recommend, determine when to escalate.
Execute
Consume APIs, update systems, create records, generate documents, start workflows.
Coordinate
Multiple agents, tools, systems, processes, people, workflows.
Supervise
Detect errors, identify exceptions, verify results, record, escalate.
A customer requests a quote
This is not a chatbot. It is the intelligent digitalization of a business process.
Every step is recorded, with evidence of what the AI did and why. Critical decisions keep human approval.
From a ticket to a
solution in production
A technology services company — for confidentiality we do not show its name or any information that could identify its infrastructure.
When a ticket comes in, resolving it can require reviewing multiple sources: the ticketing system, databases, application logs, storage, transactional email, source code and configuration. The problem is not reading a ticket: it is connecting all that information to determine what is happening and what needs to be done.
The AI doesn't just reply to the ticket. It investigates the system, uses tools, analyzes evidence and takes part in resolving the problem.
Ticket
Zoho Desk
Understand
what it needs
Investigate
evidence
Diagnosis
root cause · Claude
Fix
code & config
Sandbox
isolated environment
Tests
smoke + validation
Production
controlled deploy
Verification
no side effects
Ticket reply
reply + close
Aurora
S3
Logs
SES
Code
Claude
Read-only access to investigate · writes only through approved tools
A complete engineering workflow
01
Understand
Interprets the ticket and determines what information it needs.
02
Investigate
Queries databases, logs, storage, email, code and related systems in a controlled way.
03
Reason
Correlates the evidence to identify the probable cause and determine what needs to change.
04
Fix
Makes the necessary changes to code or configuration.
05
Validate
Runs tests in a sandbox before touching production.
06
Deploy
Takes the solution to production following the established deployment flow.
07
Verify
Confirms the problem is resolved and that the change introduced no additional side effects.
08
Document
Updates and replies to the ticket with the outcome of the intervention.
AI with controlled access to the infrastructure
The AI does not have unlimited access to the systems. Every action runs within permissions, tools and limits defined by the architecture.
Secure execution through controlled tools and channels, without exposing credentials or granting unrestricted access to the infrastructure.
Technologies the AI worked with in this case
ZohoAWS AuroraLaravelS3SES
PostgreSQLLogsCI/CDAI across your entire operation
AI can take part in any process where your company needs it — these are the territories where it generates the most impact.
Sales
Opportunity qualification, quotes, follow-up, an up-to-date CRM.
Support
Request classification, incident resolution, escalation.
Operations
Validation, process execution, coordination between areas.
Finance
Document analysis, reconciliations, inconsistency detection.
Logistics
Order tracking, incident analysis, alerts.
Engineering & HR
Diagnosis, log analysis, internal requests, validations.
AI + humans. AI automates, analyzes and prepares; people keep the judgment, the critical decisions and the control.
Security and control. Roles, permissions, human approval, logs, auditing. The AI executes only within the limits your company defines.
From a business process to an AI architecture
01
We understand
Objectives, processes, systems, data, rules.
02
We design
Architecture, agents, workflows, permissions.
03
We integrate
APIs, databases, systems, documents.
04
We implement
Agents, workflows, interfaces, automations.
05
We validate
Scenarios, exceptions, security, escalation.
06
We evolve
We measure results and expand capabilities.
Engineering,
not configuration
Prefabricated agent
Custom architecture
One task
Complete processes
Answers
Understands and executes
Isolated system
Integrated with your operation
AI as a tool
AI as an operational layer
More sales and faster processes — response speed, follow-up, fewer manual steps.
Lower costs and higher productivity — less repetitive work, people on high-value activities.
Greater operating capacity — more work processed without growing the structure proportionally.
AI and software already running in Mexican companies
Industrial automation
ABSA · AI chat for automation
Web and mobile AI chat that generates automation projects and handles product search, connected to an ecommerce store.
View case →FinTech / Wealth management
Patrimind · AI-powered asset management
Assets and liabilities system connected to Telegram and ChatGPT.
View case →Compliance / SaaS
QualityWeb 360 · ISO 9001 management system
Platform with 16 modules for ISO 9001 compliance.
View case →Government / Jalisco
SEDECO Jalisco · State investment CRM
Investment project management platform for the Government of Jalisco.
View case →A senior team in Guadalajara, Mexico, on your working hours
Guadalajara runs on Central Standard Time all year, so our day overlaps with teams across the US. We work in English and Spanish, deliver outcomes by project (in phases at a fixed price) or as a dedicated monthly team, and invoice in USD.
Nearshore software and AI development from Guadalajara →What companies ask before implementing AI
What is artificial intelligence for business?
It's AI systems that work inside a company's processes: they read emails, documents and data from its systems, decide with defined rules and permissions, and execute tasks such as quoting, following up or recording information. It isn't an isolated chatbot; it's a layer that operates over the CRM, ERP and tools the company already uses.
How much does it cost to implement AI in a company?
It depends on how many processes, systems and integrations it covers. We quote per phase at a fixed price, or as a dedicated monthly team, and the exact price comes after a short diagnosis, so you know what each delivery costs before we start. The first phase is scoped to one process so the result can be measured early. For companies in the US we invoice in USD.
How long until it's running?
A useful first phase usually ships in 4 to 8 weeks. We'd rather put one scoped process into production and grow it in phases than run a long project delivered all at the end.
Which systems does the AI connect to?
The ones your company already uses: CRM, ERP, WhatsApp, email, databases, documents, APIs and cloud services such as AWS. You don't need to replace your systems to start.
What about the security of my data?
The AI works with defined permissions and controlled access, and sensitive actions go through a person's approval. When information must not leave the company, we use local, private AI.
Do you only work in Guadalajara?
No. We're based in Guadalajara, Mexico, and work remotely with companies across Mexico and in the US, with on-site sessions when the project calls for it.
Understands · Reasons · Executes
Analyze how AI
can work
in your company
We analyze your processes, systems and goals to identify where an AI architecture can generate the greatest impact.
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