Generative AI development and consulting services for startups and operators: LLM apps, RAG systems, and document-AI engines wired into your real product and data, with deterministic logic kept outside the model so the output is reliable. A senior-led studio with production AI already live and a US office in North Carolina, 5.0★ on Clutch.
Prompt-only prototypes hallucinate, break on edge cases, and stall before production. We build the opposite: generative AI with retrieval, guardrails, and deterministic logic around the model, accurate enough to put in front of customers and staff.
Assistants and generation features grounded in your data with RAG, drafting, summarizing, classifying, and answering against your own content, not the open web.
Ingest PDFs, emails, and forms; extract, classify, and structure them; route exceptions to a human. The workhorse of real-world generative AI.
A production-grade generative-AI product (auth, data, evals, and UI) shipped in weeks, built to scale past the pilot.
These are live products, built by the same senior-led team you'd work with.
Relevant builds: Quicklink Financial AI lead engagement → · Formatr, academic-paper AI → · real-time SEC-filings search →
We prove the AI on your real inputs before you commit to a build. You walk away with a working prototype and a number either way.
A fixed-fee sprint on a sample of your real data: a working prototype, an accuracy read, and an ROI model. Credited toward the build.
We ship the production system with evals and guardrails, in 2–4 week sprints with demos. Deterministic logic stays outside the model.
Into production behind your product, with monitoring, human-in-the-loop review, and support as volume grows.
Retrieval to ground answers in your data, deterministic checks around the model, confidence thresholds, and a human-in-the-loop review queue for anything uncertain. We measure accuracy with evals before it goes near a customer.
Both. We build on OpenAI and other frontier models, and we can deploy open models in your own cloud when data-sensitivity or cost calls for it. We'll recommend the right trade-off for your case.
Pilots typically run a few thousand dollars fixed-fee; production builds generally start around $50,000. The pilot is credited toward the build if you move forward.
We're a senior-led studio with a US office in North Carolina, 100% Upwork Job Success, and 5.0★ on Clutch, with live generative-AI products behind us. You work directly with the senior-led team, founder included.
Book a 15-minute call. We'll tell you what's realistic, how we'd ground it, and roughly what it'd cost.
Book your call →