Corporate finance
Topo Contábil
Accounting close from 12 to 5 business days
Multi-tenant corporate accounting reconciliation platform, LGPD-native, API integration with ERPs, complete audit trail, and granular RBAC.
View case→
Software studio · AI Agents · On-demand squads
BornwithAI.Growswithyou.
We build custom software with AI embedded from the first line of code. Agents for support, sales, and operations — integrated into your stack, measured by outcomes.
Proven work in gov-tech, payments, corporate finance, and applied AI.
0+
municipalities impacted
3,500+
software products in production
Millions
transacted per month in payments
0→5 days
in accounting close
Combined figures from projects we've delivered.
Who we build for
Three profiles, one standard: serious operations.
Mid-market or enterprise
Needs to modernize legacy operations — spreadsheets became bottlenecks, the ERP doesn't cover it, manual integrations keep breaking — and wants to bring in AI to cut operating costs.
Scale-up
Needs an extra squad to accelerate the roadmap or embed AI agents into the product without hiring a permanent team.
Enterprise product
Needs specialized engineering in critical areas — payments, compliance, data, applied AI, and scale.
What we do
Four disciplines, one team.
01
Custom product
Web apps, internal portals, dashboards, and automation — from zero to production.
02
AI Agents
Custom agents for support, sales, and operations — connected to your stack, measured by outcomes.
03
Critical infrastructure
Payments, data pipelines, auth, compliance, and observability.
04
Dedicated squad
Dedicated team, our management, monthly contract, your code.
Custom AI & Agents
Real AI, integrated into your day-to-day.
Not a generic chatbot. Custom-built agents connected to your systems, trained on your context, and measured by real outcomes — not vibes.
Support
Customer Support Agent
Resolves L1 and L2 tickets, pulls from your knowledge base, and escalates to a human only when the case demands it. Integrates with Zendesk, Freshdesk, Intercom, or your internal system.
Resultado esperado
Up to 70% of tickets resolved without human intervention
The AI stack we use
- Claude (Anthropic) · GPT (OpenAI) · open-source models when it makes sense
- RAG with embeddings and vector DBs (pgvector, Pinecone, Weaviate)
- Light fine-tuning when the use case justifies it
- MCP (Model Context Protocol) to connect agents to real tools
- Observability: Langfuse, Helicone, continuous evals
- Guardrails, rate limiting, and measured cost per interaction
Want to bring AI into your operation?
Let's talk→Cases
What we've built.
Three cases, three very different verticals. Generalism proven in engineering, not PowerPoint.
Parceiros
Companies that trusted our engineering.
JAPERE
JAPERE
JAPERE
JAPERE
What they say
Words from people who've worked with us.
“Professional, responsive, and highly skilled. Delivered exactly what we needed, on time.”
RM
Ricardo M.
Tech Lead
“It dramatically improved how I run my inn. The system is intuitive and saves me hours every week.”
AC
Ana Carolina
Owner
“Their BI solution solved problems for me and for my clients. Data-driven decisions became part of our culture.”
E
Estevão
Business Director
Who's building
The team behind the code.
Senior engineers with scars from critical systems — no interns, no anonymous offshore teams.
CS
Coming soon
AI Engineer
Specialist in LLMs, RAG, fine-tuning, and autonomous agents with MCP. Builds and operates the AI stack that puts agents into production with observability and continuous evals.
ClaudeOpenAILangChainpgvectorMCP
CS
Coming soon
Frontend Engineer
Engineer focused on enterprise product UX. Builds fast, accessible, and scalable interfaces — from design system to deploy.
ReactNext.jsTypeScriptTailwindFigma
CS
Coming soon
DevOps Engineer
Infrastructure, CI/CD, observability, and security. Keeps production predictable and auditable — from provisioning to incident response.
KubernetesTerraformAWSGCPGrafana
How we work
Predictable process, continuous delivery.
01
Discovery
1–2 weeks
We learn the operation, map bottlenecks, and define scope.
02
Proposal
Architecture, squad, timeline, and pricing confirmed in writing.
03
Sprint-based execution
Continuous delivery, weekly reviews, code in your repository from day one.
04
Sustainment
Support, evolution, or a clean handover to your team.
Frequently asked questions
What we hear most often.
How much does a project cost?
It depends on scope, timeline, and squad composition. We always share a written quote before any commitment — and the initial conversation is free.
Fixed scope or monthly squad?
Both. We recommend a monthly squad for continuous roadmaps, and fixed scope when the product is already well-defined.
Is the code mine?
Always. Your repository, 100% your property, from the first commit.
How do NDAs and IP work?
We sign an NDA before discovery. All IP generated is yours by contract.
Do you work outside Brazil?
Yes. Native Portuguese team, delivery in English, and experience with clients in LATAM and the US.
Do you maintain systems you didn't build?
Yes, after a technical discovery to assess feasibility.
What's your stack?
React, Next.js, TypeScript, Node, Python, Go, Rust, PostgreSQL, AWS/GCP/Azure, Docker, and Kubernetes. We pick the right tool for the problem, not for the hype.
How do we get started?
Fill out the contact form or message us on WhatsApp. We respond within 24 business hours with next steps.
Ready to build?
Tell us what you need. We respond within 24 business hours with next steps — no runaround.
Prefere WhatsApp?Message on WhatsApp→