Founder-led AI consultancy

AI advice that ships to production.

We help CEOs and founders decide where AI earns its place in the business — then embed a forward-deployed engineer to build it inside your team, in your stack, until people run it every day.

Founder’s systems in production at
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01 Services

Strategy and delivery, one team.

The person who advises your leadership team is the person who builds the system. Nothing gets lost between the deck and production.

  • 01

    AI strategy and advisory

    Work with the CEO and leadership team to find where AI earns its place in the business — and where it does not — before anything gets built.

  • 02

    Decision systems

    Turn a complex business decision into software your team can inspect, trust, and use under pressure.

  • 03

    Data and operating workflows

    Connect fragmented records, assisted judgment, reliable controls, and human review in one working system.

  • 04

    Forward-deployed engineering

    A senior engineer embeds with your operators, ships into your stack, and stays with the workflow after launch to operate and improve it.

02 How we work
01 Context

Absorb the business first: the decision, the data, the people, and the constraints that usually live in different places.

02 Ship

Put a working system in front of the team early, then harden it into production inside your stack.

03 Iterate

Refine with operator feedback and new evidence so the system keeps producing outcomes people trust.

03 Forward-deployed engineering

An engineer inside your team, not a vendor outside it.

A senior forward-deployed engineer works beside your operators, absorbs the business context, and ships production AI into the systems you already run.

  • Embedded with your operators Sits in your channels and meetings, learns the domain first-hand.
  • Ships into your stack Your data, your tools, your security model. No black box.
  • Stays after launch Operates and improves the system until it is part of the job.
04 Selected work
05 Who does the work
Portrait of Servando Torres, founder of controlthrive

My approach is built on high agency, deep ownership, and a bias toward tangible outcomes. Responsibility means staying with the work until there is a real result: something shipped, improved, clarified, automated, or made useful. I do not believe in vague promises or work that sounds impressive but never becomes value someone can actually feel.

The business comes first. Tools are secondary. What matters is understanding the business context deeply enough to operate almost like an extension of the team: absorbing the domain knowledge, translating it into systems, and sharing progress repeatedly.

The strongest partnerships are long-term ones where both sides are genuinely on the same side: thinking clearly, moving fast, and building something that keeps getting better.

06 Writing

Investor Matching Architecture

Read

A governed search architecture for high-trust deal-investor matching systems: intent contracts, CRM normalization, guardrails, evidence-led ranking, and replayable evaluation.

From Search to LOI

Read

A controlthrive essay on why private capital needs specialized workflow agents around the handoffs from search to LOI.

08 Next step

Bring the outcome, not a specification.

Share the decision, bottleneck, and operating reality behind the system you need. We will tell you plainly whether there is a focused path to production.

Outcome before technologyProduction from the startFounder on every engagement