Limited slots this month
AI Systems & Product Engineering

AI Automation & Custom Software Development | Nearshore B2B

/AI AGENTS
/INTERNAL TOOLS
/SALES AUTOMATION
/DATA PIPELINES
/DEDICATED TEAM

AI agents and internal software for B2B teams doing sales, support, or data workflows by hand. 15+ systems shipped from Guadalajara.

Software developer writing code on multiple monitors
Modern workspace with laptop and desk setup
Data analytics dashboard with charts and metrics
RECENT WORK
4M.PROTOCOL
V2.0.0
Trusted by
Platia
GlobalFit
Squish
GasGo
DynaMind
NFTigz
Bagners
Naviera Tamaulipas
Platia
GlobalFit
Squish
GasGo
DynaMind
NFTigz
Bagners
Naviera Tamaulipas
Platia
GlobalFit
Squish
GasGo
DynaMind
NFTigz
Bagners
Naviera Tamaulipas
Platia
GlobalFit
Squish
GasGo
DynaMind
NFTigz
Bagners
Naviera Tamaulipas
Case studies
The Real Problem

Engineering is treated like labor. Not leverage.

4M Labs builds AI infrastructure and operational software for companies that need leverage, not headcount.

Revenue leaks stay invisible

Custom Software Development

The team feels the pain, but without a clear review nobody knows where money is leaking.

Websites do not convert

Conversion Websites

The company is credible offline, but engineering is treated as a cost center, not a competitive advantage.

MVP scope drifts

MVP & Product Builds

The idea keeps expanding because there is no leverage culture. Every change needs more people, not better systems.

What we build

Software that
actually works.

Five ways to work with us. Pick the problem you need solved.

Fixed scope. Clear timeline. Ready to ship.

Proof from shipped work

What we build

Recent builds

Marketplace / Circular EconomyLive Marketplace

B2B circular marketplace

Challenge

Platia needed a commerce experience that could explain circular inventory reuse, support both buyers and sellers, and make product discovery feel trustworthy for business customers.

Outcome

A live marketplace foundation for commercial reuse, vendor participation, product discovery, and social-impact storytelling.

Marketplace UXB2BCircular economy
$500K+Donated to social causes
Read case study
AI / Dev ToolsLive Product

Persistent memory for AI agents

Challenge

AI-assisted development creates useful context quickly, but that context often disappears after a chat, branch, or task ends. Teams need a way to retain decisions, lessons, and reusable project knowledge.

Outcome

A live product at squishplugin.dev providing persistent memory that connects across AI tools and coding environments.

AI memoryAgent persistenceDev workflow
671npm downloads (live)
Read case study
Fitness / WellnessLive Platform

Gym management platform & AI receptionist

Global Fit needed a complete system connecting gym operations, member management, booking, payments, and front-desk automation into one platform.

5 systemsAI receptionistMember portal
4.9Google rating
Read case study
Logistics / Gas DeliveryComplete Platform

Full-stack gas delivery marketplace

A gas company needed a complete platform connecting customers, drivers, and operations with real-time tracking, order management, and IoT device integration across web and mobile.

MarketplaceMobile appsReal-time tracking
3Apps shipped
Read case study

How We Work

From strategy call to production handoff.

Every build follows an 8-week process. No surprises, no scope creep, no open-ended billing. Your team knows exactly what is coming.

Week 1

Discovery + Architecture

We audit your workflow, map constraints, and define the architecture. By the end: approved handoff criteria and a build plan.

Week 2

Prototype + Integrations

We build a working prototype with key integrations. Your team sees exactly how it works before production code is written.

Weeks 3-4

Core Build

Senior builders implement the full system. A new artifact every day. No dead weeks.

Weeks 5-6

Production Hardening

Hardening, edge cases, error handling, monitoring. Built to not break, not to look good in a demo.

Week 7

Testing + QA

Full testing: unit, integration, and user acceptance. Your team tests the real system, not a demo.

Week 8

Launch + Handoff

Deploy, documentation, analytics, and full handoff. Your team can own the system with zero dependency on us.

Pricing

Three clear ways to start.

Senior Mexican engineering at 42% below US agency rates. Fixed-scope, fixed-price, no surprises.

Shipped in 21 days
IP protection included
Senior team, direct access
No open-ended billing

Custom Software Development

Websites, apps, dashboards, and tools built to your spec in 2-6 weeks.

STARTING AT
$12K – $45K USD
BILLED IN USD ● MXN AVAILABLE

Best for

Teams that need software built right -- fixed scope, fixed timeline.

  • Production-ready software tailored to your requirements
  • Full documentation and deployment handoff
  • Senior engineering with weekly accountability
Build Software
Most Popular

AI Agents & Automation

AI that handles workflows, follow-up, and repetitive tasks -- deployed live in 3-8 weeks.

STARTING AT
$8K – $35K USD
BILLED IN USD ● MXN AVAILABLE

Best for

Teams drowning in manual work that need intelligent automation.

  • Custom AI agents built for your workflows
  • Integration with your existing systems
  • Live deployment with documentation
Build AI

Conversion Websites

Sites that turn traffic into booked calls and leads. Launched in 14 days.

STARTING AT
$5K – $15K USD
BILLED IN USD ● MXN AVAILABLE

Best for

Teams losing trust or leads on their current site.

  • Conversion-focused messaging and structure
  • CMS, analytics, and tracking
  • Launch-ready with optimization support
Build Your Site
Fixed ScopeIP Protection IncludedClear Timeline
Satisfaction Guarantee

If you are not happy with the first deliverable, we refund you.

Have questions?

See FAQ below

Frequently Asked Questions

We scope every project individually based on requirements and complexity. Request a quote for transparent pricing tailored to your needs.

Still have questions?

Book a Free Consultation

Starter builds available

Need something useful shipped this month?

Bring the problem and budget range. We will map the smallest useful paid start and the path to a larger production build if it makes sense.

Book a Build Strategy Call

Name, email, budget range, and project details are enough to route the brief.

The Delivery Engine

Fixed-scope sprints and monthly retainers for teams that need reliable shipping capacity.

The Studio

Where we selectively invest, build, and launch products with aligned upside.

Async fallback for scoped briefs.