AI engineering
LLM systems, retrieval pipelines, document AI, and agentic workflows. Designed to ship, observed in production, instrumented so you can debug them six months later — not built for a notebook demo.
8–12 week sprints · staging to prod
AI engineering · Dallas
Architecture you can defend.
AIqorx is a Dallas-based AI engineering firm. We build the foundational technologies that power your enterprise — and we document every architecture decision so you can defend it.
ADR-0042 · ACCEPTED
“RAG over a vector index, not fine-tuning.”
- context
- ground truth changes weekly
- decision
- pgvector + reranker
- latency
- 800ms p95
- trade-off
- index rebuild cost
About
A point of view about how engineering should be done.
“We believe the best architecture decisions are the ones you can defend in any room — to a CTO, to an auditor, to your future self when the original engineer has left.”
Practice
What we ship.
Four practice areas. We engage on all four together or pick the one your stack needs most.
Application engineering
Web platforms, mobile apps, and desktop software — often in a single engagement. We pick the stack for the team that has to own it after we leave, not the stack we'd have fun writing.
8–16 weeks · single codebase
Platform engineering
Internal tools, custom integrations, and the data layers that make the rest of the work possible. Built to be handed off cleanly, not handed back.
4–8 weeks · embed in your team
Technical advisory
Architecture decisions, system audits, and the harder versions of "should we build this." When you need a senior engineer in the room — not a deck.
2-week architecture review
Practice · Three principles
How we work.
01
Documented by default
Every architecture decision is written down — the question, the alternatives, the choice, and the reasoning. Six months later, when the original engineer has left, the decision is still defensible. The most expensive habit we have, and the one that separates us from a code shop.
02
Production before fashion
Emerging technology earns its place in a client stack through a PoC sprint, not through a tech blog post. We have a list of frameworks, models, and tools we've adopted — and a longer list we've trialed and rejected. When something is recommended, we can show you both.
03
Senior, embedded, accountable
The senior engineer who wrote the architecture is the engineer in your standups, owns the deadlines, and writes the code when there's code to write. There is no bench, no offshore handoff, no account-team-to-delivery transfer.
Recent work.
INSURANCE · 2025
Carrier-policy RAG for adjuster decision support
Adjusters were searching three policy systems by hand. We built a retrieval layer that returns cited policy fragments in under a second, with a per-tenant ACL.
Read the engagement →
LOGISTICS · 2025
Multimodal reconciliation for inbound freight bills
Replaced a 12-person manual review team with a two-pass extraction pipeline that flags exceptions for human review, not the routine.
Read the engagement →
PUBLIC SAFETY · 2025
Sub-second geo-fenced incident routing
Live incident feeds were taking minutes to reach district commanders. We split the pipeline so raw events arrive in 2s and enrichment back-fills behind.
Read the engagement →
Schedule the conversation.
We respond within one business day. The first call is 30 minutes. We'll know fast if there's a fit.