Enterprise AI for Austin companies that have outgrown the pilot

The Federal Reserve Bank of Dallas sums up Austin's economy in one line: its underpinnings are government, education and the technology industry. The technology part is not just software. The Dallas Fed notes that IT manufacturing and services is nearly three times as concentrated in Austin as in the U.S., with Dell, Samsung and Tesla among the largest employers, and that business services are 1.5 times more concentrated than the national average. The state capitol and the University of Texas supply the stability underneath.

That mix produces a specific kind of AI demand. Austin has engineers who can stand up a model in an afternoon, and most companies here already have a pilot or three. What stalls is the last mile: connecting a model to real systems of record, proving it's accurate enough to trust, getting it through security review and measuring whether it changed anything. That gap between demo and production is where most of the value gets lost.

I'm an independent enterprise AI consultant based in Minnesota, with 20 years across sales, paid acquisition, marketing technology, CRO and analytics, and more than $50M in managed ad spend. I design, build and optimize agentic workflows, RAG and knowledge systems and private AI infrastructure, with the security and compliance work around them. For Austin teams, I'm the person who takes a promising pilot, ties it to one KPI and ships it.

The Texas Advanced Computing Center at UT Austin is building Horizon, the system at the center of a National Science Foundation Leadership-Class Computing Facility backed by an initial $457 million NSF investment. UT says Horizon will deliver more than a hundredfold improvement over its current Frontera system for AI applications, and the City of Round Rock reports it will be housed at the Sabey Data Centers campus in Round Rock, the same city that holds Dell Technologies' global headquarters. Operations are expected to begin in 2026.

Around that research base sits the corporate one: Dell, Apple, IBM, Samsung, Tesla, Google and Meta all have significant operations in the metro, according to the Dallas Fed, which also notes that aerospace and defense in the region each grew by 45 percent from 2016 through 2023. The result is a deep local pool of engineers and infrastructure. What most Austin companies are short on is not talent but a disciplined path from prototype to a production system that is secure, evaluated and tied to a business result.

I work with Austin companies remote-first from Minnesota and come on-site when it earns the trip: a kickoff workshop with the people who own the workflow, a session with security and IT to settle where the system runs, a launch. Engagements run on a fixed scope and a fixed price, with a live demo every week on your data. If you already have a pilot, we start there: I audit what exists, set a KPI and baseline, close the gaps in data, evaluation and security, and get it into production. If you don't, we pick the one workflow where a win is measurable within the first engagement.