Loading…
AI Agent Development · Houston
A field-services planner at an oilfield major spends most of the shift staring at a SAP PM ticket queue and a crew-availability grid, routing wireline and coiled-tubing jobs across hundreds of well sites in the Permian and the Eagle Ford. The decisions are not difficult. They are repetitive, time-pressured, and expensive in dispatcher hours. An agent that reads the ticket, pulls crew and equipment status, and proposes a routing decision clears the deterministic 70% of the queue.
Integrity engineering at a midstream operator in the Energy Corridor has the same pattern. ILI run reports, cathodic protection survey data, and corrosion-coupon readings get reviewed line segment by line segment under PHMSA Part 192 and Part 195. A senior engineer takes 40 to 90 minutes per segment and the documentation has to satisfy a federal auditor. The agent assembles the record; the engineer signs it.
Projects run fixed-scope. Discovery first, fixed quote after, four to eight weeks of build with weekly demos on Central time.
Describe the workflow.
The pattern shows up across every Houston vertical we talk to. Operations teams of 8 to 50 people move structured data between systems that almost talk to each other, applying a repetitive routing or reconciliation decision under a regulatory record requirement that nobody can shortcut.
Upstream and oilfield services have the heaviest version. Halliburton, Schlumberger, Baker Hughes, and the smaller wireline and pressure-pumping outfits in Pasadena and Katy run dispatcher rooms where each ticket combines a customer SLA, a crew availability check, an equipment readiness check, and a geographic optimization. The decisions are made in five to fifteen minutes by experienced dispatchers and they are made hundreds of times a shift.
Midstream and pipeline integrity is the second shape. Phillips 66, Enterprise Products, Kinder Morgan, and the gathering and processing operators around the ship channel run PHMSA-driven integrity-management programs that consume engineering time on document assembly. ILI reports get reviewed segment by segment, anomaly classifications get logged, and repair priorities get set under federal record-keeping rules.
Healthcare ops at Memorial Hermann, Houston Methodist, and MD Anderson is the third shape. Prior-authorization assembly for oncology and complex surgery is the highest-volume back-office workflow inside the Texas Medical Center. A utilization-review nurse spends 35 to 70 minutes per authorization pulling chart notes, lab values, and clinical-policy references. An agent that reads from Epic, pulls the right evidence, and assembles the package brings that down to a 5-minute review.
Port-of-Houston logistics is the fourth. CBP ACE entry filings, container-status checks, and FDA prior-notice submissions run through customs brokers and freight forwarders in Bayport and Barbours Cut. The licensed broker carries the regulatory liability so they will not be replaced, but the assembly work in front of the signature is mostly deterministic.
Every one of these workflows is an agent candidate. Not a chatbot. An agent with tool use, structured output, an audit trail, and a human signature at the regulated action.
Six components show up in almost every agent we ship for energy, healthcare, and port-logistics ops along the Gulf Coast.
LangGraph state machines for plan-execute or ReAct flows. Transitions are explicit and reviewable in CI, not a 300-line prompt nobody owns. Designed for shift-handover so a new dispatcher can read what the agent did.
SAP ECC and S/4HANA for energy, Salesforce Energy & Utilities Cloud, ServiceMax for field service, Epic FHIR for healthcare, Veeva for clinical, CargoWise and Descartes for customs brokerage, Snowflake or Databricks where the warehouse already lives.
Short-term context lives in the agent state. Long-term memory uses pgvector or Pinecone, indexed by well ID, line segment, MRN, container number, or shipment ID. The agent never invents context outside the row-level scope you allow.
Any action under PHMSA Part 192/195, BSEE 30 CFR 250, HIPAA, FDA 21 CFR Part 11, or CBP 19 CFR Part 111 routes to the licensed or credentialed signer with the assembled record. The agent never signs. The trace shows what was reviewed.
Append-only log with model version, prompt version, tool inputs and outputs, retrieval sources, and human-override decisions. Queryable from your existing compliance review tools, not a separate console nobody checks during an audit.
Task completion rate, classification accuracy, and tool-call accuracy measured against a labeled set drawn from your past dispatch records, ILI reviews, or claim packages. Regression suite gates every prompt and model change.
Houston concentrates three back-office labor pools where agent economics work clearly. The energy sector employs roughly 240,000 people in the metro across upstream, midstream, services, and petrochemicals. The Texas Medical Center is the largest medical complex in the world by employment, with roughly 120,000 staff across Memorial Hermann, Houston Methodist, MD Anderson, and Texas Children's. The Port of Houston supports another 300,000 jobs across logistics, customs, and the petrochemical cluster downstream.
We have scoped agent work for Halliburton-adjacent service companies, midstream operators headquartered in the Energy Corridor, and back-office groups inside the Texas Medical Center. The patterns repeat. SAP as the system of record on the energy side, Epic on the clinical side, a regulatory record-keeping requirement on both, and a senior practitioner who has to sign the assembled output. The agent earns its keep in the assembly layer, not the signature layer.
We work remotely with Houston clients on Central time. Discovery calls fit between 9am and 6pm CT, demos happen weekly, and the codebase ships to a repository you own. No agency-style retainer, no managed cloud you have to migrate to later.
Industries where we see strongest fit: upstream and oilfield services dispatching, midstream pipeline-integrity ops, petrochemical maintenance planning, hospital prior-authorization and clinical-trial enrollment, and Port of Houston customs and trade-compliance assembly.
Tell us what your dispatcher, engineer, nurse, or broker does every day that you think a software agent could handle. We'll reply within one business day with a rough scope and price range. No commitment, no sales call required.