Digital Sandbox Services · Applied AI
We design, prototype and put into production agents, copilots and data architecture. We don't deliver slide decks: we deliver software that runs on your real processes.
What we build
Every company has its own processes, data and systems. We build on yours: we connect to what you already use and automate the work people do by hand today.
Agents that converse, classify information, make bounded decisions and execute tasks end to end within your business rules.
Example: an agent that receives a request on WhatsApp, validates it, records it in the system and replies with its status, with no human intervention.
Natural-language interfaces on top of your ERP or CRM. The team asks in chat or on the web and gets answers from real data, without depending on the tech team.
Example: check overdue receivables, cash flow or inventory from your phone, in seconds.
Systems that read your contracts, minutes and manuals and answer precisely, citing the source. Ideal for scattered knowledge or knowledge with legal weight.
Example: asking "what does this contract's renewal clause say?" and getting the answer with the exact paragraph.
Before automating, we get things in order. We centralize scattered sources —spreadsheets, emails, systems— into a reliable base for reports, indicators and models.
Example: moving from manual spreadsheet reports to a dashboard that updates itself.
Document processing with OCR and NLP, synchronization across platforms and multichannel workflows that remove repetitive tasks and data-entry errors.
Example: extracting the data from an invoice image and recording it automatically in the accounting system.
A sandbox is where you experiment without breaking what already works. We prototype fast, validate with your real data and put into production only what proves its value. We don't disappear after the first delivery.
How we work
We assess processes, data and systems to find where AI creates real value, fast. You leave with prioritized opportunities and clear costs.
We build a working version on your real data. You see it and use it before investing in production. If it doesn't prove its value, it's adjusted or dropped.
We take it into operation with your team, measure results and iterate. We stay as your technical partner, not as a vendor that delivers and leaves.
From sandbox to production
Types of solutions we design and put into operation. We review the specifics with you in the context of your company.
A copilot connected to the ERP that answers about cash flow, receivables and outflows in natural language, and raises early alerts when something falls outside the norm.
A system that reads large volumes of documents and answers by citing the exact paragraph, with traceability for cases where legal backing matters.
An agent that receives requests, validates them against business rules, records them and reports their status autonomously.
Who's behind it
"AI is useful when it becomes a system that runs every day, not a nice idea in a presentation."
Marlon Muñoz
Founder · Systems engineer
Digital Sandbox Services was founded, researched and built by Marlon Muñoz: over fifteen years in technology, IT infrastructure, ERPs/CRMs and applied AI. His focus is analyzing and strengthening innovation ecosystems in Colombia and Latin America, and turning that into systems companies can actually run.
Notes
Short ideas on applied AI, ecosystem and technology for companies, from the practice of building and running systems.
A useful agent doesn't answer questions: it carries out tasks within clear rules. What it takes to adopt it without friction.
Read noteRegions, actors and support programs that drive innovation in the country, and how an SME can connect with them.
Read noteBefore automating, get things in order. How to centralize information so indicators and AI work on reliable data.
Read noteContact
Tell us the biggest operational challenge your company faces today. We'll look together at whether AI is the answer, and what it would look like built on your operation.
