AI development · Mexico
Spanish-language AI for Mexican industry and fintech.
Bvyte is an AI and software studio in Ahmedabad that ships agents, document AI and software for Mexican companies and for US firms with operations in Mexico. Day to day we speak English, and the assistants and document readers we build handle Mexican Spanish, with delivery planned around a large but manageable time gap.
Start a projectBetween two supply chains
Mexico sits inside North American manufacturing and trade, so a plant in Monterrey or Querétaro might take orders in English, run shifts in Spanish and report to a head office in the United States. Documents cross the border in both languages, and the people who handle them are busy. We build AI that reads across that border: bilingual papers in, clean records out, and nothing sent on without a human check where it matters.
Overview
Cross-border AI for companies in Mexico's industrial economy
Many Mexican companies operate as part of a larger network that stretches across the border: US customers, Mexican plants and suppliers in several countries. The documents that tie that network together, such as orders, certificates, customs papers and quality reports, are written in two languages and checked by hand. This is a strong fit for AI that reads, matches and flags, because the volume is high and the rules are well defined.
We start with one document stream and one site. Samples in Spanish and English are used to measure what current models can read, and a validation layer checks totals, part numbers and dates before anything reaches the ERP. Staff review exceptions, not every page. The same approach carries over to WhatsApp customer support, where Mexican Spanish is tested on real messages and a person takes over whenever the conversation needs one.
What we build
What Mexican teams hire Bvyte to build
Bilingual documents, factory-floor reality and messaging-first customers set the brief. These are the services we apply most often.
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01
Bilingual document AI for trade and plants
Purchase orders, customs and shipping papers, quality certificates and supplier forms read in Spanish and English and matched to your ERP. See document AI and automation.
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02
WhatsApp support and sales
Assistants that answer customers in Mexican Spanish on WhatsApp, take orders, confirm status and pass complex cases to staff. See AI chatbot development.
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03
Operations agents
Agents for production planning queries, supplier follow-up and finance operations, with narrow tool access and audit logs. See LLM and AI agent development.
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04
Fintech and retail software
Onboarding, collections and support tooling for lenders, wallets and retailers, built with your engineers. See custom software and SaaS.
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05
Nearshore-style collaboration for US firms
Squads that fit US companies running Mexican operations, with written handovers across the time gap and a common English backlog.
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06
Data protection by design
Notices, consent and retention designed with Mexico's federal data protection law for private parties in mind, with your counsel confirming the current rules and authority.
Process
How a Mexican engagement is run
Fixed fee per phase, a measured exit gate at the end of each, and working software from the first weeks. See every playbook week by week.
- 01
Site and process visit
Review the process on the floor or in the back office, by video or on site if the project warrants it, and agree the document types to start with.
Week 1
- 02
Bilingual samples
Collect real documents and messages in both languages and measure how current models read them before choosing an approach.
Weeks 1 to 3
- 03
Pilot in one plant or team
Launch with staff reviewing outputs, tracking time saved and exceptions against the baseline.
Weeks 4 to 9
- 04
Roll to other sites
Extend site by site, with each one's document variations added to the test set.
Ongoing
Use cases
Mexican sectors we build AI for
Manufacturing and maquiladora operations
Supplier, customs and quality documents read across languages, with discrepancies flagged for staff.
Automotive and electronics suppliers
Customer change notices, shipping schedules and supplier scorecards structured into planning tools.
Fintech and lending
Identity and income document checks, support on WhatsApp and collections reminders with human handover.
Retail and consumer goods
Order status, store and distributor queries answered on messaging, with stock lookups.
Logistics and cross-border freight
Freight papers in two languages extracted, and status assistants for shippers and carriers.
Tourism and hospitality
Booking and guest questions in Spanish and English, with escalation for complaints.
Local detail
Mexico specifics we design around
CFDI invoices
Invoices are CFDI documents validated through SAT. We handle extraction, matching and cancellation states.
SPEI and cash at stores
SPEI bank transfers and cash payments at convenience stores such as OXXO sit beside cards, each with its own confirmation delay.
RFC and CURP identifiers
Tax and personal identifiers have strict formats, so validation is built in rather than left to free text.
Informal customer messages
Support chats are casual and full of local expressions. We grade replies on your real messages, not on clean test sentences.
- Documents and messages in Spanish and English handled in one system, which fits cross-border operations.
- Mexican Spanish tested with native-speaker reviewers from your team on your content, including informal customer messages.
- Written handovers designed for an 11.5 hour gap, with a protected weekly window.
- Plant-floor realism: tools that work on shared devices and with imperfect scans.
- Privacy documentation prepared for your counsel, with no claims of certification.
What we build with
Chosen for your problem, never for a partnership.
AI and data
- OpenAI
- Anthropic
- Google Gemini
- Llama and Mistral
- LangGraph
- pgvector
- Databricks
- Snowflake
Product
- TypeScript
- React
- Next.js
- React Native
- Flutter
- Python
- Go
- Node.js
- Postgres
Platform
- AWS
- Google Cloud
- Azure
- Kubernetes
- Terraform
- GitHub Actions
Questions
Frequently asked questions
Still unsure? Ask us directly, a senior engineer replies within one business day.
What is the time difference with Mexico?
India is 11.5 hours ahead of Mexico City, which does not currently observe daylight saving time. Border cities such as Tijuana follow US time changes, so their gap varies. Your morning is our late evening, so we use written handovers and one planned live session a week.
Which data protection law applies in Mexico?
Mexico has a federal law governing personal data held by private parties, with its own rules on notices, consent and data subject rights. The authority that oversees it has been reorganised in recent years, so we ask your counsel to confirm the current position. We design with minimisation, consent records and access requests in mind.
We are a US company with operations in Mexico. Can you support both sides?
Yes. We work in English with your US team and build features that serve Mexican staff and customers in Spanish, with one backlog and one evaluation set covering both languages.
Can you read scanned documents with stamps and handwriting?
Typed Spanish and English documents and most clean scans are read reliably. Handwriting and heavily stamped areas are flagged with a confidence score for a person to check.
Can the assistant take payments or orders on WhatsApp?
It can take orders and send payment links through your payment provider's official interfaces. It does not store card details, and payment confirmation always comes from the provider.
Do you travel to Mexico?
A discovery workshop at your plant or office is possible for projects that justify the trip. Delivery otherwise runs remotely.
How do you handle the 11.5 hour time gap?
Our working day closes around the start of yours, and each one ends with a written handover. A weekly live session in your morning settles decisions, and work keeps moving overnight in between.
Can you work under our US parent's contract?
Yes. We can work under a US master agreement and add statements of work for the Mexican entity, with data processing terms agreed with counsel on both sides.