Advise
Clarity before the first commit.
- Technology strategy and operating models
- Architecture and application rationalization
- Regulatory, risk and climate advisory
- Benchmarks and due diligence, with no resale agenda
Advise We design the architecture.Build We build the solution.Run We operate the system.
Banks, telcos, energy and enterprise. From pilot to production.
Trusted by
Banco de Córdoba
Pan American Energy
Bitcoin L2
Crypto Security
Cardano / Blockchain
AI Platform
Crypto Ramp
Live Commerce
Digital Identity
AI SaaS
Real Estate / Web3
AgTech / TokenizationZendataAI Data Privacy
ATM SegurosInsurTech
Medical DevicesWhat we do
Advise · Build · Run
You can start with any of the three. Most of our clients start with one and end up with all three.
Build
Senior engineering, end to end.
- Core modernization and integrations
- Custom product and platforms
- AI agents, RAG and data platforms
- CX / UX / UI end to end
Run
The system gets operated, not handed over.
- SRE, observability and 24/7 operations
- FinOps and cloud efficiency
- Managed ops: KYC / AML and compliance
- Continuous evolution and governance
Our work
26+ products shipped across blockchain, AI, mobile, and enterprise platforms.
Banking / Blockchain
Bancor — Banco de Córdoba
Blockchain infrastructure and custodial wallet for a provincial bank. Built from product definition to technical implementation with a dedicated team covering backend, QA automation, and DevOps.
4-month time-to-market · 0 security incidents in production
Java 21Spring BootKafkaTerraformAzure DevOpsPostgreSQL
AI Engineering
Bancor AI Lab
Dedicated AI engineering team embedded within Bancor's digital infrastructure. Built agents and LLM tools for automation and decision-making inside a production banking platform.
Critical processes automated · RAG running in banking production
LLM IntegrationAI AgentsPythonNLPAzure
Crypto Wallet
Core Wallet
Crypto wallet built with Element. Ships E2E encrypted messaging, biometric auth, digital asset management, and Bitcoin Staking. Launched with 4,000 beta users.
4,000 beta users at launch · E2E encryption certified
React NativeTypeScriptCore DAO SDKBitcoin StakingE2E Encryption
AI Matching Platform
Gyde AI
Expert-matching platform with a conversational interface, guardrails, and a dynamic knowledge base. Integrates with Salesforce CRM and parses natural language queries to surface relevant professionals.
NLP matching < 2s · Native Salesforce CRM integration
LLMNode.jsNLPSalesforceReactVercel
Crypto Security
Webacy
Self-custody security suite on Ethereum. Users protect assets non-custodially, declare backup wallets for emergencies, and create crypto inheritance via on-chain smart contract wills. Built from concept to production.
Audited smart contracts · Zero critical vulnerabilities in production
ReactSolidityEthereumSmart Contracts
Live Commerce
GoJiraf
Live shopping app connecting buyers with nearby stores via live streaming video calls. Includes a seller dashboard with sales metrics, order management, and multi-platform support across Android, iOS, and web.
3 simultaneous platforms · Mercado Pago integration in 2 weeks
FlutterReactJSMongoDBAWSMercado Pago
Two industries, in depth
Banks and energy companies: regulated systems, with audit trails and SLAs.
Banking & Financial Services
A bank's most sensitive transformation, built and operated by the same team.
- Core, payments and channels
- Core migrations, digital wallets, instant payments (Transfer 3.0 / DEBIN) and an omnichannel hub on top of the legacy already running.
- Compliance and risk
- AI compliance engines, AML / CFT and the audit trail the regulator asks for during an inspection.
- Regulated digital assets
- BaaS, stablecoins and custody at bank standards: crypto that clears the risk committee.
- New digital propositions
- Venture building alongside the bank, under its brand and its balance sheet.
Energy & Industry
From asset data to the investment decision.
- Agents and operations
- Production agents for oil & gas and utilities that turn telemetry into operating decisions.
- Industrial data and digital twins
- Asset data platforms and industrial DataOps on real historians.
- Power markets
- Market models and analytics for investment, pricing and trading.
- Transition and critical infrastructure
- Transition scenarios, FinOps and advisory for critical infrastructure and data centers.
Partners
Four platforms, one architecture
AWS, Anthropic, Salesforce and OneSpan arrive already integrated. The integration is ours.
Cloud and data
- They bring
- Bedrock, a dedicated VPC, lakehouse and data-residency controls.
- We bring
- The landing zone, the data architecture, the FinOps that keeps cost predictable and the 24/7 operation on top.
Models and agents
- They bring
- Claude, with the safety and interpretability profile a regulated industry requires.
- We bring
- Agent design, RAG over regulation and core systems, and the evals that define when an agent is ready.
CRM and workflow
- They bring
- Agentforce and Financial Services Cloud, with sensitive data inside the perimeter.
- We bring
- Integration with the banking core, the data model and the real business flows.
Identity and signature
- They bring
- Identity verification, strong authentication and e-signature with evidentiary value.
- We bring
- The onboarding journey, the KYC / AML orchestration and the evidence the auditor asks for two years later.
Four platform contracts. One party accountable for the outcome.
How we work
What gets decided in the architecture is what gets deployed — same team, same standard.
1
Explore
- Technical discovery and architecture design
- Risk assessment and feasibility validation
- Clear scope, timeline, and deliverables
2
Build
- Rapid iteration with production standards
- Security-first development and code review
- Continuous integration and deployment pipeline
3
Operate
- Performance optimization and monitoring
- Infrastructure hardening and compliance
- Ongoing support and feature development
Why us
We advise like architects, build with our own engineers and keep the systems running.
01
Production-first development
Every line of code is written for production. Security audits, load testing, monitoring, and incident response built in from day one.
02
Compliance from sprint one
Public banking and energy: evals, observability and auditability present from the first sprint and verified at every release.
03
AI engineering, not API calls
We build RAG systems, fine-tune models, implement agentic workflows, and optimize inference. Not just wrapper apps.
04
Advisory and engineering, no handoffs
Where the market splits strategy and delivery, we keep them together. One decision, one team, one owner of the outcome.
05
Infrastructure under real load
Our systems handle millions of transactions, run 24/7 with 99.9% uptime, and scale under real production load.
06
No vendor lock-in
Clean architecture, thorough documentation, and knowledge transfer. Your team can take over on day one.
One team, in-house
Our own engineers, not subcontractors: teams from Mercado Libre, Google, Intel, HP, Globant and CONICET.
Where we are
The countries where Caramel operates today, and the two we are opening next.
- ArgentinaHome base
- UruguayLive
- PeruLive
- United StatesUS clients
- MexicoOpening soon
- EcuadorOpening soon
In 30 days, the architecture and the first increment running.
One hour with the person who knows the problem. The master agreement comes after the first result.
This week
One hour with you and your CTO to scope the use case and the data available.
Week 2
We come back with the target architecture, the regulatory risks and the scope of the first sprint.
Day 30
First increment in your environment, with evals and business metrics defined.
