Ownership
Your data, your IP, your model choices.
A new kind of consulting
Human-centered AI systems for everyone at human scale
I partner with founders and teams to design tailored AI workflows that are understandable, maintainable, and self-managed—so you keep control of your data, your IP, and your operating rhythm.
Recent delivery: local-first ops tooling + runbook + training, shipped in weeks.
Elegant systems. Clear transfer. No black boxes.
Engagement formats
Discovery
Clarify the problem, map the workflow, define constraints.
Architecture Sprint
A blueprint you can implement: data, evaluation, tooling, and governance.
Build & Transfer
Ship one real workflow and hand the keys to your team.
Principles
High-tech, but grounded
The point isn't to add complexity - it's to create leverage you can sustain.
Clarity
Systems your team understands and can evolve.
Transfer
Training and runbooks so you're not dependent.
Services
Clear services, from software to hardware
Support for people, founders, small teams, and local businesses—designed to ship and stay maintainable.
01 · Budget guide
See what we can ship
Adjust the axes to align investment with your revenue and the complexity of the work.
Revenue-aligned guide
1% of annual revenue sets the baseline. Each service lane adds complexity multipliers.
€1k
€200k
Revenue
CLP$10.000.000
1% baseline
CLP$100.000
Drag to set yearly revenue. Pick a lane to apply complexity multipliers.
Select the lane that matches the scope
Selected lane
Web prototypes
One-page sites and concept demos to test quickly.
CLP$0
Revenue × 1% × 1.0 = CLP$0
Formula: annual revenue × 1% base × complexity multiplier. CLP estimates use €1 ≈ CLP$1.000.
02 · Products
Ready-to-run kits
Pre-scoped packages you can start this week. Each includes documentation, handoff, and async support.
03 · Service barter
Service barter
If cash is tight but you can offer value, we can sometimes trade services.
What I can trade
Small builds and improvements: websites, local tools, automation, analytics, or smart-home setup.
What you can trade
Design, copy, marketing, media, repairs, local services—tell me what you can offer.
How it works
We agree scope, deliverables, and timeline up front. Case-by-case.
04 · Upcycling Lab
Tech upcycling & reuse
Give old or broken devices a second life—repair, adapt, and pair them with practical software.
Device triage
Audits of laptops, phones, sensors, and controllers to decide what to salvage or recombine.
Adaptive rebuilds
Swap components, flash clean firmware, and pair with lightweight software so gear becomes useful again.
Circular maintenance
Documentation, parts lists, and care schedules so the refurbished setup keeps running.
Packages from €250 + parts.
If you're early-stage, tell me your constraints. We'll scope something real.
Where I can help
Tailored AI, built for your context
We focus on the few workflows that matter, and build them with strong foundations.
Knowledge systems
Retrieval that respects your sources, your permissions, and your internal language.
Operations automation
Reduce repetitive work with safe, observable automation.
Product copilots
Add AI to your product without compromising reliability or user trust.
Method
Clarity, then craft
Immersion
Understand the real workflow, incentives, and constraints.
Architecture Sprint
Define the AI layer: data, tools, evaluation, and governance.
Pilot
Ship one workflow end-to-end and measure what actually changes.
Transfer
Training, documentation, and co-ownership so your team can run it.
Contact
Let's talk
Tell me what you're building, what's hard right now, and what kind of ownership you want. I'll reply with a short proposal for next steps.
Reply within 48h with next steps and a lightweight scope proposal.
Prefer email? Send context, constraints, and timelines to hi@whitebox.cl and I'll reply with next steps.
hi@whitebox.clInclude links, docs, or anything that helps me understand where you're at.