01
Personal coaching with CTO
Marcelo Ceccon delivers the 5 days personally, side-by-side with your engineers. 25+ years in mission-critical systems. Not a lecture, not generic training.
In 5 days
your engineering team uses
AI like never before.
IA
Hands-on coaching side-by-side with your engineers — and SabIA®, the proprietary internal ChatGPT installed on your infrastructure. Yours forever.
5x–10xTeam productivity
90 daysResults guarantee
100%Data on your infra · LGPD
THE MOAT
Four things that no one else delivers together.
Traditional consultancies leave slides. Courses leave certificates. SaaS tools leave a monthly fee. Vortex leaves a transformed team, a proprietary platform on your infrastructure, and a validated knowledge base — forever.
02
SabIA® — your internal ChatGPT, forever
Proprietary platform with built-in RAG, installed on your infrastructure during the program. Unlimited internal users. No lifetime monthly fee.
03
Multi-AI consensus with mandatory human validation
Claude + Grok + OpenAI running in parallel, reconciled and reviewed by the team before production. Business rules with divergence traceability.
04
Guarantee tied to your KPI
90 days to hit the KPIs agreed in Phase 0. If not reached, Vortex returns at no extra cost until the agreed result is delivered.
Methodology · 3 phases · 5 days
Real result in the code and in the team's heads.
Codebase immersion on Day 1. Hands-on coaching from Day 2 to 4. SabIA® delivery and leadership handoff on Day 5. The team continues expanding the system on their own after the week.
Day 01 · Diagnosis
Codebase immersion and strategic alignment
Codebase immersion, team session, joint selection of the week's target problem and alignment with leadership on success criteria — tied to your KPI.
Target problem defined · KPIs agreedWOW
Days 02–04 · Coaching
Advanced prompt engineering and real-flow integration
Side-by-side with your engineers, solving real problems. Advanced prompt engineering, AI integration into development flows and building the company's technical knowledge base.
Trained team · AI flows in productionDay 05 · Delivery
SabIA® installed, handoff and leadership showcase
Delivery of SabIA® on your infrastructure, usage training, adoption plan and results guarantee. Showcase led by the team itself for leadership.
SabIA® in production · live adoption planRoundtable · Public Vortex Research
Multi-AI Consensus with mandatory human validation.
Multiple AI models from different providers run in parallel and have their outputs reconciled before delivering any business rule. The number of models is defined by the criticality of the system — not by dogma. No critical premise goes into production without review by a human engineer from the client's team.
Rules with divergence traceabilitySabIA® · Ultra proprietary bonus
An internal ChatGPT only yours — powered by your code.
Your team asks questions in natural language and receives answers grounded in the company's code, rules and documentation — without sending data outside. Under the hood, a proprietary RAG indexes the validated base and delivers traceable responses.
Traceable answers. Zero data leaving.
SabIA® is installed on-site, on your infrastructure, during the program. It stays with your company forever, with unlimited internal users, and all configuration and extracted knowledge remain the exclusive property of the client.
- Platform licensed for the team — no limit on internal users
- On-site installation on your infrastructure with Marcelo
- Documentation customized for your stack
- 30 days of email support included
- All extracted knowledge is the exclusive property of the client
sabia.acme.corp/chat
SabIA®
How does the system calculate clearing when the terminal is offline?
Answer · Claude+Grok consensus · validatedOffline clearing is handled in
PosGateway.SettleOffline(). Transactions stay in offline_queue with idempotency key and are reconciled by the job ClearingReconciler every 60s — guaranteeing 100% accuracy even on 4G network failures.PosGateway.cs · L214rfc-offline-clearing.mdADR-0071
Ask about your code…↵
Module · 01
SabIA® Studio
Create, version and manage prompts with full control. Creation environment, versions and executions with complete traceability.
Module · 02
SabIA® Engine
Multi-model extraction and execution engine. Identifies business rules from legacy code and automatically generates artifacts.
Module · 03
SabIA® Validate
Collaborative validation with Dual-AI consensus, team voting, verifiable governance and RAG/chat on the approved base.
Founder · Head CoachItaly ⇌ São Paulo25+ yearsWho delivers
Marcelo Ceccon,
Software Engineer -CTO. Personally.
Over 25 years leading engineering teams in global companies, CTO of a Swiss crypto exchange. Developed a practical and proven method to transform development teams — delivers the 5 days personally.
Not a lecture. Not generic training. It's 5 full days working side-by-side with your team: solving real problems, teaching advanced prompting, implementing private RAG and permanently changing how your engineers work with AI.
25+ years
mission-critical systems
5 years
CTO
Billions of Euros
transactions/year in crypto
Millions
passengers/day with NFC cards
Multiple
open source AI projects
Results guarantee
If the KPI is not met in 90 days, we come back at no cost.
KPIs are agreed in Phase 0 and tied to the chosen target problem. If not achieved in 90 days, Vortex returns at no extra cost to correct course until the agreed result is delivered.
90
90
Commitment tied to your business outcome.
No “we delivered the training”. The contract defines a measurable KPI — defined together with leadership on Day 1 — and Vortex is responsible for achieving it in the 90 days following the engagement.
- KPI defined jointly in Phase 0, tied to the target problem.
- If not achieved in 90 days, Vortex returns at no extra cost until delivered.
- Data and artifacts remain 100% client-owned — LGPD compliant.
- SabIA® licensed for unlimited internal use, no monthly fee.
Services · beyond AI Transformation
A decade in mission-critical software.
The Vortex AI Transformation is the spearhead. Behind it, more than ten years delivering systems where failure is not an option — banks, acquirers, payment rails and regulatory engines running in production every day.
Software Architecture
Senior consulting for systems where the cost of failure is measured in headlines — not support tickets.
- Architecture review and design for scale and resilience
- Concurrency, idempotency and eventual consistency patterns
- Observability, testing and controlled rollout strategy
Core Banking for Fintechs
Proprietary account, ledger and compliance engines — the regulatory motor your fintech needs before the first real customer.
- Double-entry ledger, reconciliation and daily closing
- KYC, KYB and PLD flows integrated with bureaus and sanction lists
- Regulatory integrations — BACEN, PIX, SPB, open finance
Payment Gateways
Modern rails connected to traditional rails. Multi-currency, multi-platform, multi-reality — from PIX to USDC in a single SDK.
- Connections to classic banking rails — card, ACH, PIX, SWIFT
- Crypto rails — stablecoins, Web3, L2s and private blockchains
- Intelligent routing, cross-rail reconciliation and anti-fraud
SECOPS Principal Review
Deep security posture review with dynamic 106-skill protocol. Principal Engineer mindset + premortem + delta tracking.
- Automatic introspection + intelligent skill selection (Mobile, API, Auth, Cloud, Threat Modeling)
- Fraud, authorization, schema coherence and blast radius analysis
- Interactive HTML report + automated GitHub Issues + LaTeX Whitepaper
- Native integration with SabIA® (RAG on your code)
- Focus on fintech, payments and high regulatory risk systems
Track record
~400M transactions/year running on Vortex architectures · 100% clearing accuracy · POS, ATM and gateways in production.
Talk about a project →Next step
15 minutes with Marcelo. Honest diagnosis. Zero aggressive pitch.
If it makes sense, we schedule the next steps. If not, you leave with a direct diagnosis about your team and your AI maturity — useful on any path you choose.
Response in 24 business hoursLGPD · Data not shared3 spots Q2 2026