AI/ML engineering studio

We build AI that ships, and the software around it.

We design and build production AI systems - models, LLM applications, and automation - and deliver the software around them end to end.

AI/ML
First, by default
End-to-end
Model to interface
Production
Evaluated & monitored
Fast
POCs in weeks
PyTorchTensorFlowOpenAIAnthropicLangChainRAGHugging FaceMLOpsVector SearchNext.jsFastAPIAWSFine-tuningAgentsComputer VisionMCPPyTorchTensorFlowOpenAIAnthropicLangChainRAGHugging FaceMLOpsVector SearchNext.jsFastAPIAWSFine-tuningAgentsComputer VisionMCP
Services

AI at the core, full-stack around it

Our specialty is AI and machine learning. We also build everything that turns a model into a product your team can actually use.

01

AI/ML & Generative AICore

Our core discipline. Custom models, LLM applications, RAG systems, agents, fine-tuning, and computer vision - built on your data and evaluated for real use.

LLM apps & copilotsRAG & vector searchModel training & fine-tuningComputer vision & NLP
02

Intelligent Automation

Agentic and LLM-driven automation that executes multi-step work across your tools, documents, and systems of record.

Agent workflowsDocument processingTool & API orchestration
03

Full-Stack Development

The software around the intelligence. Web and mobile apps, APIs, and SaaS platforms, engineered to production standards.

Web & mobile appsAPIs & backendsSaaS platforms
04

Data Engineering & MLOps

The plumbing that makes AI trustworthy: pipelines, feature stores, vector databases, evaluation, and deployment.

Data pipelinesVector & feature storesEval, CI/CD & monitoring
05

Cloud & DevOps

Scalable, observable infrastructure for AI workloads - from GPU serving to cost-aware autoscaling.

Cloud architectureGPU & model servingObservability & scaling
06

AI Strategy & POCs

Roadmaps and rapid proofs of concept so you can bet on AI with a clear read on value, risk, and effort.

Opportunity assessmentRapid POCArchitecture & roadmap
Selected work

Systems in production

Anonymized engagements across AI, ML, and full-stack. Specifics are under NDA - reach out for references and a walkthrough.

Generative AI

Enterprise Knowledge Assistant

A RAG assistant answering staff questions across thousands of internal documents, with citations and role-based access.

Research time cut from minutes to seconds
AnthropicLangChainpgvectorFastAPI
Machine Learning

Demand Forecasting Models

Custom time-series and gradient-boosted models predicting demand across a large product catalog, retrained on a schedule.

Forecast error reduced double digits
PythonXGBoostAirflowMLflow
Automation

Document Intelligence Pipeline

Automated extraction and validation of structured data from forms, invoices, and contracts with LLM-based checks.

Hours of daily data entry removed
OpenAIPythonPostgreSQLAWS
Computer Vision

Visual Inspection System

A computer-vision model flagging defects on a production line in real time, deployed to edge hardware.

Faster, more consistent QA
PyTorchOpenCVONNXDocker
Generative AI

Support Copilot

An agent that triages tickets, drafts responses, and surfaces relevant past cases for human agents.

Faster, more consistent resolutions
AnthropicVercel AI SDKNext.jsSupabase
Full-Stack

Analytics SaaS Platform

An end-to-end product with dashboards, multi-tenant auth, and an AI insights layer over customer data.

Shipped from architecture to launch
Next.jsTypeScriptPostgreSQLPrisma
Stack

The tools we build with

A modern AI and software stack, chosen for what ships reliably today - not what looks good in a keynote.

AI / ML
PyTorchTensorFlowscikit-learnHugging FaceOpenCVONNXXGBoost
LLM & GenAI
OpenAIAnthropicLangChainLlamaIndexVercel AI SDKMCPRAGFine-tuning
MLOps
MLflowWeights & BiasesRayBentoMLKubeflow
Data
pgvectorPineconeAirflowdbtSparkSnowflake
Languages
PythonTypeScriptGoRustSQL
Frontend
ReactNext.jsTailwind CSSReact NativeFramer Motion
Backend
FastAPINode.jsgRPCGraphQLWebSocket
Databases
PostgreSQLRedisMongoDBClickHouseElasticsearch
Cloud & DevOps
AWSGCPAzureDockerKubernetesTerraformGitHub Actions
How we operate

What working with us looks like

A straightforward engagement model, built around one senior team that owns your project from first call to handover.

The people who scope your project are the people who build it.

From the first call to handover, you work with the same senior team that delivers the work - no hand-offs, no juniors, no stand-ins. Clear scope, direct communication, and software you fully own at the end.

01

Start with a call

A real conversation to understand the problem, your data, and whether AI is even the right tool for it.

02

A scoped proposal

Clear scope, timeline, and price up front. You know what you are getting before anything starts - no surprises, no lock-in.

03

Build in the open

A working proof of concept in weeks, then regular demos against real data so you see progress, not promises.

04

Ship & support

We deploy, evaluate, and monitor against live usage, then hand over a clean, documented system you own.

Careers

We're hiring

We're a small, senior, remote-first team and we're growing. If you do excellent work and want ownership from first call to delivery, we'd like to hear from you.

RemoteOpen

Solutions Engineer

Run client discovery and scoping calls, translate business problems into technical plans, and stay close to delivery. You're the technical face of the project - as yourself.

AI/ML fluencyClient-facingScoping & estimationClear communication
Apply
RemoteNot hiring

Business Development / Proposals

Source the right opportunities, qualify them against our strengths, and write proposals that win. You own the pipeline from lead to signed engagement.

Proposal writingPipeline managementTechnical literacyNegotiation
Not currently open
Remote · Contract or full-timeNot hiring

AI/ML & Full-Stack Developer

Build the systems we deliver - models, LLM applications, and the full-stack software around them - to production standards with evaluation and monitoring.

Python & TypeScriptML / LLMsAPIs & frontendsProduction mindset
Not currently open

Don't see your role? Tell us what you do best at admin@ultatechs.com.

Let's build

Have an AI idea worth building?

Tell us the problem. We'll come back with a concrete plan, a timeline, and an honest read on whether AI is the right tool.