# AI consulting and development in Raleigh, NC > Pharmaceutical and biotech manufacturing around the research park, enterprise software in Cary and Durham, three research universities feeding both, and a clinical research industry between them. If you're in life sciences here, you buy AI under validation, and the system has to be one whose behaviour can be shown. Canonical: https://www.techfabric.com/ai-development-raleigh Serving: Raleigh, Durham, Chapel Hill, Cary, Research Triangle Park, Morrisville, Apex Headquarters: 1530 E Williams Field Rd, Ste 201, Gilbert, AZ 85295. No office in Raleigh. --- ## Why Raleigh work is our work Your AI pilot works, and the quality group still won't let it into production until someone can show what the agent did and why. Our senior engineers build the evaluation harness first, then agents and retrieval that cite their source and replay under review. Drug makers and contract research organisations in Research Triangle Park set that pattern, and a software company in Cary or a utility needs the same auditable system. ## AI consulting in Raleigh AI consulting in the Research Triangle starts with validation. For the drug makers and clinical research companies in and around Research Triangle Park, we design the evaluation harness and the evidence a reviewer needs first, then recommend the agents and retrieval that can be validated against it. [AI consulting in Phoenix](https://www.techfabric.com/ai-consulting-phoenix) ## Work a buyer here would recognise An attachment in an inbox can't show where it came from, which matters the moment an inspector asks for a document's history. SmartCert moved certificates and quality documents out of email into a traceable system shared by manufacturers, distributors and their customers. ## Validation is a property of the system Around Raleigh and Research Triangle Park, software sits inside regulated work, from batch records at the biologics plants in Holly Springs and Clayton to trial data at contract research organisations such as IQVIA in Durham. 21 CFR Part 11 asks for secure, time-stamped audit trails on those electronic records and signatures linked to the records they sign, and GxP wants any computerised system that touches them shown to work as intended before it's used. ## Questions ### Would you run AI discovery on site with our Raleigh quality team? Yes, and we'd want quality in the room from the first hour, since they decide what the agent may touch. We'd fly in and spend the opening days on site with the people who run the process and the people who'll sign it off, before anyone writes a prompt. ### We sell to state agencies from Raleigh. What will their AI review ask? Expect questions about fit, impact and risk. Governor Stein's Executive Order 24, signed on 2 September 2025, has each Cabinet agency set up an AI Oversight Team to lead its AI work, and agencies send proposed use cases to the North Carolina AI Accelerator at NCDIT, which assesses them for strategic alignment, potential impact and risk. We'd write down the system's intended use and the data it reads before the build starts, and attach eval results as they come in, so the agency's proposal to the Accelerator has evidence behind its answer on risk. A vendor that hands over that file early gives the oversight team less to chase. Sources: [Executive Order 24](https://governor.nc.gov/executive-order-no-24-advancing-trustworthy-artificial-intelligence-benefits-all-north-carolinians) ### Where would AI save unbilled time at a Raleigh engineering firm? On proposals, we'd expect, since nobody bills a client for the hours spent winning the work. For context, professional and business services, the sector those firms sit in, is the largest in the Raleigh-Cary metro, with 155.4 thousand jobs in September 2026, preliminary, by the Bureau of Labor Statistics count. We'd time where the unbilled hours go first, then build retrieval over your past bids that cites the project it borrowed from. A partner still edits every draft, and each cited project links to the file it came from, so a wrong reference gets caught in review. Sources: [the Bureau of Labor Statistics](https://www.bls.gov/eag/eag.nc_raleigh_msa.htm) ### Can your pipelines and AI systems be validated under GxP? That is how we build them. The audit trail is produced by the platform rather than reconstructed, the pipeline replays to an exact result, and every change to a model or a prompt carries the evaluation that scored it. Your quality team owns validation and we produce the evidence in the form they need. ## What ai consulting and development covers ### Agents that hold state A task that runs for three days, calls six systems and waits twice on a person cannot live in a request handler. We build agents on a durable runtime, so a deploy in the middle of a run does not lose the run, and a retry does not send the same email twice. ### Retrieval that cites what it used An answer nobody can trace is an answer nobody can defend. Retrieval is built so every response carries the documents behind it. ### Evaluation, before and after Without a score, every prompt change is a matter of opinion. We put deterministic scorers and model-based judges in front of the thing so a change ships with a number attached rather than with a feeling. ### Human approval where it belongs Some actions should stop and wait for a person. That gate is part of the system rather than a policy document, so an agent that wants to issue a refund pauses, the approval is recorded, and the run picks up where it left off. ### Cost you can see Model spend, retrieval infrastructure and the review time a system still needs are the numbers that decide whether it stays live after the first quarter. They get instrumented at build time, not discovered on an invoice. ### Governed data access An agent reads through the same grants a person would. On Databricks that is Unity Catalog, so a model that tries to reach a table it has no grant for fails the way any principal fails, rather than because the prompt asked it nicely. ## Working with us from Arizona Arizona does not observe daylight saving, so we are two hours behind you from November to March and three hours behind from March to November. That leaves most of your afternoon overlapping our morning, which is usually enough. Most delivery is remote or hybrid. We travel for discovery, workshops and the opening weeks of a build.