AI - Del hype a la acción - los retos de ejecución
La inteligencia artificial no está cambiando solo la tecnología. Está cambiando cómo las organizaciones toman decisiones.
En este episodio de Fearless Thinkers en español exploramos una idea provocadora: el verdadero imperativo no es adoptar IA… es desarrollar juicio en todos los niveles de la organización.
Carlos Schulz conversa con Michel Meléndez, Principal Manager de Analytics Transformation en BBVA, sobre cómo las empresas pueden ir más allá del hype y traducir la IA en ejecución real.
En este episodio exploramos:
- Por qué el verdadero reto de la IA no es técnico, sino organizacional
- Cómo cambia el rol del liderazgo y la toma de decisiones
- Qué significa desarrollar “juicio distribuido” dentro de una empresa
- Cómo las organizaciones pueden pasar del hype a la ejecución real
Este episodio está inspirado en el artículo de BTS:
From Top-Down to Judgment All Around: The AI Imperative for Organizations
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Most of us want to lead in a way that matters; to lift others up and build something people want to be part of.But too often, we’re socialized (explicitly or not) to lead a certain way: play it safe, stick to what’s proven, and avoid the questions that really need asking.
This podcast is about the people and ideas changing that story. We call them fearless thinkers.
Our guests are boundary-pushers, system challengers, and curious minds who look at today’s challenges and ask, “What if there is a better way?”If that’s the energy you’re looking for, you’ve come to the right place.
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Three decisions that changed everything.
Two years ago, we made three deliberate decisions about how BTS would move with Applied AI.
We would become our own Customer Zero.
While others were building strategies, defining governance, and waiting for clarity, we made a different call: we decided not to wait. Not because the stakes were low, but because they were high. And because in a space evolving this quickly, clarity wouldn’t come from planning. It would come from movement.
So instead of starting with a roadmap, we started with three principles:
- No top-down mandate. The people closest to the work figure it out.
- IT must evolve from gatekeeper to enabler - leading AI trials and fast experimentation.
- Don’t wait for certainty.
We set the organization in motion, and once we did, things started to move quickly.
What if we started this company today?
Waiting for certainty is itself a choice, and it’s costing companies more than they realize.
We started where we knew the work best: our simulations. No perfect plan, just teams moving, trying, and iterating.
Simulations are core to who we are at BTS. Companies that simulate don’t just make better decisions; they execute faster and build more engaged cultures.
The team asked a simple question:
"What if we were to start our company today?”
That question started the flywheel.
They asked IT for a few licenses and started building - vibe-coding, writing agents, and testing tools - moving at a pace that would make any VC-backed start-up smile.
The messy middle.
At first, the team was underwhelmed.
The early reports were blunt:
“Not good with math.”
“Poor graph capabilities.”
The team wasn't discouraged. They kept tinkering - jumping between tools, staying on top of new releases, experimenting constantly.
This was a small team, across 24 countries, building off each other’s ideas. Laughing at crazy creations. Breaking things. Iterating in a sandbox alongside real clientwork.
Each cycle produced something:
- A sharper scenario
- A faster build
- A more powerful simulation
The flywheel was turning, and it was generating something real.
When the diamond appeared.
Then something shifted.
The team moved into client trials across five countries. They figured out ISO compliance and built the architecture to handle the complexity, the “spaghetti.”
And what emerged wasn’t incremental:
- What used to take weeks started happening in days.
- Limited creativity started to feel like unlimited innovation.
- Clients became self-serving.
- Agentic simulations were built directly into client systems for real-time updates and preparation.
This was our first AI diamond - a high-impact outcome created by many cycles of experimentation compounding into real value.
It only appeared because we kept the flywheel turning, each cycle increasing the odds that something would break through.
95% adoption in eight weeks.
Then it was time to take the AI diamond global.
BTS is decentralized and highly entrepreneurial. We operate across 24 countries and 38 offices, where local teams have real autonomy.
And historically? That’s meant a low appetite for adopting something built somewhere else and pushed from the center.
So we expected resistance.
Instead, something surprising happened.
In the first eight weeks, we saw 95% adoption across our global footprint.
It felt completely different from our own digital initiatives, ERP implementations, top-down rollouts of the past.
This moved on its own. Why?
We realized it didn’t start with a framework or a model, it started with a feeling.
The feeling of being at the leading edge of one’s craft and profession.
- Joy
- Excitement
- Pride
As we watched this play out across teams it stopped feeling like isolated wins.
There was a pattern to it. A repeatable, organic, innovation motion.
And the flywheel didn’t stop with simulations.
It spread across finance, sales enablement, legal, operations, and client delivery. Some cycles led to small improvements, and others revealed new diamonds.
Not becausewe planned for them, but because we built the conditions for people to find them.
The question I'd ask any CEO right now: Is your flywheel turning, or are you still waiting for the perfect plan?
In part 2, I’ll share the key success factors behind the breakthrough, and what we’re now seeing across more than 120 global clients.
La maggior parte delle riunioni di vendita non fallisce.
Semplicemente non porta a una decisione.
Ed è lì che si perde valore.
I clienti di oggi sono più informati, più selettivi e hanno meno tempo.
Non hanno bisogno di altre presentazioni di prodotto.
Hanno bisogno di conversazioni che li aiutino a stabilire le priorità, decidere e andare avanti.
Eppure, il 58% delle riunioni di vendita non riesce a creare valore reale.
Non perché i venditori manchino di capacità, ma perché le conversazioni non sono progettate per far avanzare le decisioni.
“I clienti non agiscono su ogni esigenza che riconoscono.
Agiscono quando qualcosa diventa una priorità.”
In questo breve executive brief scoprirai:
- Perché la maggior parte delle conversazioni informa… ma non porta all’azione
- Cosa spinge davvero i clienti a stabilire priorità e muoversi
- Come creare urgenza senza compromettere la fiducia
- Il passaggio dal presentare soluzioni al facilitare decisioni
- Cosa distingue le conversazioni che si bloccano da quelle che accelerano il progresso
Se i tuoi team stanno affrontando trattative bloccate, decisioni ritardate o un pipeline lento, questo brief ti aiuterà a capire il perché e cosa fare in modo diverso.
Scarica l’executive brief e scopri come progettare conversazioni che portano davvero a decisioni.
A maioria das reuniões de vendas não fracassa.
Elas simplesmente não levam a uma decisão.
E é aí que o valor se perde.
Os clientes de hoje estão mais informados, mais seletivos e com menos tempo.
Eles não precisam de mais apresentações de produto.
Precisam de conversas que os ajudem a priorizar, decidir e avançar.
Ainda assim, 58% das reuniões de vendas não conseguem gerar valor real.
Não porque os vendedores não tenham capacidade, mas porque as conversas não são desenhadas para impulsionar decisões.
“Os clientes não agem sobre todas as necessidades que reconhecem.
Eles agem quando algo se torna prioridade.”
Neste breve material executivo, você vai descobrir:
- Por que a maioria das conversas informa… mas não gera ação
- O que realmente faz os clientes priorizarem e avançarem
- Como criar urgência sem prejudicar a confiança
- A mudança de apresentar soluções para viabilizar decisões
- O que diferencia conversas que estagnam daquelas que aceleram o progresso
Se suas equipes estão enfrentando negócios estagnados, decisões atrasadas ou um pipeline lento, este material vai ajudar você a entender o porquê — e o que fazer de diferente.
Baixe o material executivo e aprenda como desenhar conversas que realmente impulsionam decisões.
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La adopción acelerada de la IA impulsa la innovación, pero también abre la puerta a filtraciones de datos y riesgos de ciberseguridad. En su reciente entrevista para el medio, Isaac Cantalejo advierte del peligro de esta nueva “amenaza” digital
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El AI Act europeo redefine el uso de la inteligencia artificial en RRHH, clasificando como alto riesgo herramientas de selección, evaluación y promoción. Un nuevo escenario donde integrar la IA de forma ética y segura se convierte en prioridad estratégica.
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Quali saranno le figure tecnologiche più ricercate nel 2026? Secondo BTS, ingegneri AI e Machine Learning, esperti di cybersecurity e architetti cloud saranno tra i profili IT più richiesti nel mercato del lavoro.
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