01
Personal coaching with the CTO
Marcelo Ceccon personally delivers the five days, side-by-side with your engineers. 25+ years in mission-critical systems. No keynote, no generic training.
In 5 days
your engineering
team uses
AI like never before.
Hands-on coaching side-by-side with your engineers — plus SabIA®, the proprietary internal ChatGPT that lives inside your infrastructure. Yours for ever.
5×–10×Team productivity
90 daysResults guarantee
100%Data on your infra · GDPR
The MOAT
Four things no one else delivers together.
Traditional consulting leaves slides. Courses leave certificates. SaaS tools leave a monthly bill. Vortex leaves a transformed team, a proprietary platform on your infrastructure and a validated knowledge base — for ever.
02
SabIA® — your internal ChatGPT, for ever
A proprietary platform with built-in RAG, installed on your infrastructure during the programme. Unlimited internal users. No lifetime subscription.
03
Multi-AI consensus with human validation
Claude + Grok + OpenAI in parallel, reconciled and reviewed by the team before production. Business rules with full divergence traceability.
04
Guarantee tied to your KPI
90 days to hit the KPIs agreed in Phase 0. If we miss, Vortex returns at no additional cost until the agreed result is delivered.
Methodology · 3 phases · 5 days
Real results in the code and in the team's heads.
Codebase immersion on Day 1. Hands-on coaching from Day 2 through 4. SabIA® delivery and leadership handoff on Day 5. The team keeps extending the system on its own after the week.
Day 01 · Diagnosis
Codebase immersion and strategic alignment
A deep dive into the code, a session with the team, a joint choice 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-workflow integration
Side-by-side with your engineers, solving real problems. Advanced prompt engineering, AI embedded in development workflows and the build-out of the company's technical knowledge.
Team trained · AI workflows in productionDay 05 · Delivery
SabIA® installed, handoff and leadership showcase
SabIA® delivered on your infrastructure, usage training, adoption plan and results guarantee. A showcase led by the team itself, for leadership.
SabIA® in production · living adoption planRoundtable · Vortex public research
Consensus Multi-AI with mandatory human validation.
Multiple AI models from different providers run in parallel and have their outputs reconciled before any business rule is handed over. The number of models is set by the system's criticality — not by dogma. No critical assumption reaches production without review by a human engineer on the client's team.
Rules with divergence traceabilitySabIA® · Proprietary ultra-bonus
An internal ChatGPT all yours — powered by your own code.
Your team asks questions in plain language and gets answers grounded in your company's code, rules and documentation — without sending data outside. Under the bonnet, a proprietary RAG indexes the validated base and returns traceable answers.
Traceable answers. Zero data leaving.
SabIA® is installed in person, on your infrastructure, during the programme. It stays with your company for ever, with unlimited internal users, and every configuration and piece of extracted knowledge remains the client's exclusive property.
- Platform licensed to the team — no cap on internal users
- In-person installation on your infrastructure with Marcelo
- Documentation tailored to your stack
- 30 days of e-mail support included
- All extracted knowledge is the client's exclusive property
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 sit in offline_queue with an idempotency key and are reconciled by the ClearingReconciler job every 60s — guaranteeing 100% precision even under 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. A creation environment with versions and runs, fully traceable.
Module · 02
SabIA® Engine
A multi-model extraction and execution engine. It identifies business rules in legacy code and generates artefacts automatically.
Module · 03
SabIA® Validate
Collaborative validation with Dual-AI consensus, team voting, verifiable governance and RAG/chat over the approved base.
Founder · Head CoachItaly ⇌ São Paulo25+ yearsWho delivers
Marcelo Ceccon,
Software Engineer —CTO. In person.
Over 25 years leading engineering teams at global companies, and CTO at a cryptocurrency exchange. He built a practical, proven method for transforming development teams — and delivers the five days himself.
Not a keynote. Not generic training. Five full days working side-by-side with your team: solving real problems, teaching advanced prompting, deploying a private RAG and permanently changing the way your engineers work with AI.
25+ years
mission-critical systems
5 years
CTO
Billions in EUR
crypto transactions per year
Millions
passengers per day on NFC cards
Several
open-source AI projects
Results guarantee
If the KPI isn't hit in 90 days, we come back at no cost.
KPIs are agreed in Phase 0 and tied to the chosen target problem. If they aren't met within 90 days, Vortex returns to correct the course — at no additional cost — until the agreed result is delivered.
90
days · guarantee
A commitment tied to your business result.
None of the “we delivered the training” routine. The contract defines a measurable KPI — set with leadership on Day 1 — and Vortex is accountable for hitting it in the 90 days after the engagement.
- KPI set jointly in Phase 0, tied to the target problem.
- If it isn't met in 90 days, Vortex returns at no cost until it is.
- Data and artefacts remain 100% the client's — GDPR compliant.
- SabIA® licensed for unlimited internal use, no subscription.
Services · beyond AI Transformation
A decade in mission-criticalsoftware.
The Vortex AI Transformation is the spearhead. Behind it, more than ten years shipping systems where failure isn't 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 in support tickets.
- Architecture review and design for scale and resilience
- Patterns for concurrency, idempotency and eventual consistency
- Observability, testing and controlled-rollout strategy
Core Banking for Fintechs
Proprietary account, ledger and compliance engines — the regulatory backbone your fintech needs before its first real customer.
- Double-entry ledger, reconciliation and end-of-day close
- KYC, KYB and AML flows integrated with bureaus and sanction lists
- Regulatory integrations — SEPA, Open Banking, Faster Payments, Swift
Payment Gateways
Modern rails wired into traditional rails. Multi-currency, multi-platform, multi-reality — from instant payments to USDC in a single SDK.
- Connections to classic banking rails — card, ACH, SEPA, Swift
- Crypto rails — stablecoins, Web3, L2s and private blockchains
- Smart routing, cross-rail reconciliation and anti-fraud
Track record
~400M transactions/year running on Vortex architectures · 100% clearing precision · POS, ATM and gateways in production.
Talk about a project →Next step
15 minutes with Marcelo. An honest diagnosis. Zero hard sell.
If it makes sense, we'll agree on next steps. If not, you walk away with a direct read on your team and your AI maturity — useful whichever path you take.
Reply within 24 business hoursGDPR · data never shared3 slots Q2 2026