REPORT No. 001 — AI IN PRODUCTION
Inovais ships 24/7 WhatsApp AI assistants, process automation and tailor-made platforms — with engineering, testing and evidence before the pretty slides. Try the demo: see how the briefing becomes a report.
INVISIBLE BRIEFING — DEMO
name .............. you
02 ············
03 ············
Who you are and where to reach you.
(01) FOUNDATION
Vision, mission, values, legacy and positioning, declared up front because they hold for everything that follows on this page: the services, the portfolio and every report issued.
ART. 01
Accounting firms drowning in manual obligations, spreadsheet-based calculation and tight deadlines, with the biggest tax reform in decades on the way: that is the niche Inovais observed and chose. Well-built AI agents give accountants back the time to advise.
ART. 02
We put AI agents in production that sell, serve and cut manual work, with proof: honest diagnosis, delivery in weeks, automated testing and LGPD compliance from day one. Everything already delivered is listed in Annex B, with own product kept separate from client work.
ART. 03
03.1
The problem well understood before the first line of code.
03.2
Every test, failure and fix makes the system stronger.
03.3
Production that survives real clients: fallback, circuit breakers and governance live.
03.4
Client and builder on the same side of the table.
ART. 04
To be remembered as the firm that brought banking rigor to small-business AI, leaving every client more autonomous than they arrived: documented method, readable code and a live, measured agent.
ART. 05
Delegate. Follow. Verify.
Client-proximity excellence: you speak directly with whoever builds it, from briefing to production.
APPLIES TO: SERVICES · PORTFOLIO · ANNEX B · BRIEFING
(02) RAFAVIOLINISTA METHOD
Every project at Inovais follows the Rafaviolinista Method, the same one taught in the Orbita course on building AI projects. This is the path that turns a problem into a delivery with proof.
01
Most AI projects do not die from a lack of models. They die at the first hard question: what problem does this solve, and where is your proof? The symptoms are familiar:
02
An AI project that survives the first hard question is a project with a method: an understood problem, disciplined construction, validation with proof.
Tool choice, scope and proof for every delivery come from this sentence.
03
The same ones from the Orbita course:
Understand the problem
Written hypothesis, audience, metric and a stop condition before the code.
Build with AI
Context, RAG, agents and architecture with clear limits.
Validate with confidence
Evaluation, security and governance before scaling.
It is the path of the course's 51 lessons: from product before the model to governance.
04
The expensive part is redoing. Without a written hypothesis, you iterate without knowing what to measure; without validation, the defect shows up at the client instead of in the test. Each phase exists to kill rework early.
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Own products live, pilots with real clients and client projects in production, all with a public address in Annex B. None of them started as a loose bet: each followed this path.
06
On the violin, nobody takes the stage without scales: daily technique before the repertoire. AI engineering is the same: fundamentals, training and base technique before the concerto. It is the discipline Inovais holds to in projects and teaches in the course.
07
Bring your problem and see the method applied to it, from diagnosis to proof.
(03) ABOUT US
Inovais is an AI engineering firm founded by Rafael Novaes. We build Artificial Intelligence solutions for companies that want to automate, scale and sell more. Modern software engineering with the most advanced AI tech, and everything leaving here goes through testing and evidence before going live.
HOW WE START
Contact
Who you are and where to reach you.
Goal
The problem that needs to disappear.
Materials
What you already have to start.
01
LangGraph, RAG and multi-agent architectures in solutions that truly understand your business.
02
From concept to MVP in weeks, not months. A methodology focused on fast, measurable results.
03
Automated tests, prompt injection detection and LGPD compliance in every project shipped here.
04
Each solution is designed for the client's specific context, from automotive to real estate.
(04) SERVICES
SVC-01
Multi-agent conversational assistants for WhatsApp and web. Sales, lead qualification and 24/7 support with LangGraph and RAG.
WhatsApp / Multi-agente / LangGraph / RAG
(05) PORTFOLIO
Meet some of the projects Inovais has delivered, each focused on solving real problems with cutting-edge technology.
01
A tax-reform agent for accounting firms: answers based on official sources, with deterministic evaluation and an audit trail on every answer. In pilot with a real client.
43 deterministic evaluations · HMAC audit trail on answers · Search over controlled official sources
TRY THE SIMULATION →02
Invoicing and billing management for accounting firms, in production and evolving in vertical slices, with ClarIA integrated into the tax-query flow.
In production with a real client · Native ClarIA integration · Continuous evolution in slices
TRY THE SIMULATION →03
A WhatsApp sales assistant for used-car dealerships: a 7-node LangGraph flow, semantic search with RAG and over 1,028 automated tests, with prompt injection detection and LGPD compliance.
1,028+ automated tests · 7-node LangGraph flow · Prompt injection detection and LGPD
TRY THE SIMULATION →04
Complete SaaS platform for dealerships with a recommendation engine, WhatsApp chatbot and admin panel. Multi-tenant architecture with 12 specialized AI agents.
12 AI agents · TCO calculator · Automatic inventory scraping
TRY THE SIMULATION →05
Conversational sales assistant over WhatsApp with a multi-agent architecture adaptable to any industry. 7-node LangGraph workflow, semantic search with RAG and multi-LLM routing with circuit breaker.
1,028+ automated tests · Prompt injection detection · LGPD/GDPR compliance
TRY THE SIMULATION →(06) TECHNOLOGIES
TypeScript, Python, JavaScript
React, Next.js, Tailwind CSS, Framer Motion, Chakra UI
Node.js, NestJS, FastAPI, Express
LangGraph, LangChain, OpenAI, Google ADK, Groq, RAG, pgvector
PostgreSQL, Prisma, Sequelize, Redis, DuckDB, SQLite
Docker, Railway, Vercel, GitHub Actions, Nginx
Vitest, Jest, Cypress, Playwright, pytest
WhatsApp API, Stripe, Firecrawl, Google APIs
(07) Contact
Tell us about your project and discover how AI can transform your business.
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