Operational software
Software built around the real operational workflow, not a generic template.
Reliable software for complex operations
Turn complex operational workflows into reliable software.
Camargo IT Solutions builds business-critical systems for companies that have outgrown spreadsheets, documents, fragmented tools, and manual processes — using software engineering, data, mathematical methods, and AI where it belongs.
ApproachFit · Assess · Build · Operate · Evolve · Expand
Recognition
Does any of this describe how work actually gets done?
When a process outgrows its tools, the risk stops living in the tools and starts living in the process itself.
- 01A spreadsheet became the operational backbone of the business.
- 02Critical knowledge lives with a small number of people.
- 03Business rules are scattered across files and documents.
- 04Someone reconciles numbers by hand between tools.
- 05People copy and paste the same data between systems.
- 06Calculations are hard to validate before decisions rely on them.
- 07A prototype automation or AI feature can't safely reach Production.
System types
Four families of systems we build
These are explanatory categories, not products. They describe the kind of operational problem each system is built to solve.
Calculation & rule systems
Systems where deterministic logic, formulas, rules, validation, and traceability sit at the center.
Decision-support systems
Software that helps people make repeated important decisions using structured data, rules, and evidence.
Knowledge & AI-enabled systems
Knowledge-intensive workflows where retrieval, language models, or AI provide real operational value — with appropriate controls.
Engagement
Assess, build, evolve
Most engagements move through three phases. Not every one starts with an Assessment — but every one ends with a system that can be relied on.
Assess
Understand the process
Map the real process, its rules, data, and constraints before committing to a build.
Build
Deliver a reliable system
Ship a working system with validation, tests, and a controlled release path.
Evolve
Steward it in Production
Maintain, monitor, and evolve the system as the business changes.
Proof
A calculation workflow, rebuilt as a validated system
A real, anonymized Production case: a client-facing calculation that depended on an ambiguous spreadsheet workflow was reconstructed and rebuilt as a deterministic, tested system.
From spreadsheet to validated production
- spreadsheetambiguous workflow
- reconstructed rulesdeterministic logic
- validated production233 automated tests
Reliability
What we mean by “reliable”
Reliability is not a marketing word here. It is a set of concrete practices we apply to every system.
- Understand before automatingMap the process before changing it.
- Separate deterministic and probabilistic behaviorKeep rules apart from statistical behavior.
- Validate critical business rulesProve the rules before they run.
- Regression-test known behaviorProtect what already works.
- Preview before ProductionReview every release first.
- Release deliberatelyControlled, reversible changes.
- Keep rollback availableA way back is always open.
- Evaluate AI, don't trust it by defaultAssess outputs rather than assuming correctness.
- Preserve human approvalWhere the workflow requires it.
Founder
Company-first, visibly founder-led
Camargo IT Solutions is led by Victor Camargo. A PhD analytical background, Data Science and AI/ML experience, and production software work sit behind a research-and-validation discipline that shapes every engagement.
- PhD analytical background
- Data Science & AI/ML
- Production software
- Model & system evaluation
- Research & validation discipline
- International work