AI & ML Engineering · Missouri LLC

Own the AI.
Keep the data.

We build custom AI from scratch — vision and language — that runs on your device and your servers. Don't rent intelligence. Own the capability.

Live on the App Store & in production
on-device · on-prem · at the edge
01 / 10 · algorithmNeural Networkthe forward pass
optizence · engine
The math we build with
Train a model from scratch
Fine-tune on your own data
Deploy to device & edge
Vision + language systems
Built from scratch.
The languages & frameworks we ship in
SwiftGoPythonTypeScriptNext.jsPyTorchCore MLMLXvLLMONNXCUDATensorRTPostgreSQLpgvectorMetalSwiftUISwiftGoPythonTypeScriptNext.jsPyTorchCore MLMLXvLLMONNXCUDATensorRTPostgreSQLpgvectorMetalSwiftUI
What we do

We build the model, not just the prompt.

Most "AI companies" wire up someone else's API. We go a layer deeper — designing architectures, training on your data, and shipping models that run where your data already lives.

From-scratch models

Custom architectures and algorithms trained from zero — when off-the-shelf can't reach the accuracy or the constraints you need.

Fine-tuning & adaptation

Adapt open-source and foundation models to your domain and data, aligned to behave the way your product needs.

Edge & on-device

Models optimized to run on phones, edge boxes, and on-prem appliances — real-time, private, no server round-trip.

In-house training

We train on your custom data in-house — the model, the pipeline, and the evaluation are yours, not rented.

Specialized inComputer VisionLarge Language Models
Built & shipped

Products, not slideware.

Real software in production — on the App Store, on the edge, and inside enterprises. Each one is our own models doing the work.

Enterprise PostgreSQL

Leave the Oracle tax behind.

A managed, custom-tuned PostgreSQL 18 platform that replaces Oracle — server build and performance tuning, plus three purpose-built tools for monitoring, migration, and backup. No license tax, no lock-in, no audits.

Monitor & advise

PSQLMonitor

AI-powered monitoring: prioritized insights, natural-language querying, and a query optimizer that tunes SQL and config — not just reports it.

Migrate

OraBridge

Move off Oracle with a single tool — assess, migrate, and near-zero-downtime cutover with a built-in, abort-safe reconciliation gate.

Backup & recover

pgo-backup

Physical + logical backup with point-in-time recovery and drill rehearsals — the only real proof a backup restores. Local, S3, or SFTP.

Oracle → PostgreSQLassess · migrate · cutover
Drill-verifiedbackups proven, not assumed
24×7managed support
Axenteccloud partner
Explore the platform
Why Optizence

We measure. We don't guess.

The parts that don't make a good screenshot but decide whether you can actually run this in production.

01

Private by design

On-device and on-prem options across the board — inference where your data already is, so nothing has to leave your walls to work.

02

Calibrated, not vibes

Thresholds are measured, models are evaluated against held-out data, and backups are drill-restored. We ship numbers we can defend, not claims.

03

Own the whole stack

From architecture to training to deployment, we build every layer — so accuracy, cost, and behaviour are ours to tune, not a vendor's to gate.

04

Honest about limits

We tell you what's proven and what isn't before you bet production on it. The wedge is trust, not a demo that falls over at scale.

0
products shipped across mobile, web, edge & on-prem
0%
on-device / on-prem options — data stays yours
0
disciplines under one roof — vision & language
0
reliance on third-party model APIs to ship
FAQ

Questions, answered.

What does Optizence do?

Optizence is an AI company that builds custom AI systems from scratch — specializing in computer vision and large language models — and deploys them on-device, at the edge, and on-prem.

Does Optizence build custom models, or just use AI APIs?

We build from scratch: custom architectures and algorithms, fine-tuning of open-source and foundation models, and in-house training on your own data. We don't simply wrap third-party AI APIs.

Can Optizence's AI run privately, on-device or on-prem?

Yes. Our products run on-device (iPhone), at the edge, and on on-prem appliances, so your data never has to leave your own infrastructure — the core of our promise, "Own the AI. Keep the data."

What products and services does Optizence offer?

Face recognition (OptiFace), iris recognition (OptiIris), document intelligence (OptiDOC), DDoS security (OptiFire), driving safety (OptiDrive AI), private finance (OptiExpense), a service marketplace (Appointask), an influencer & brand marketing platform (Industry Pact), a real-world activity matching app (Partners, in development), and a managed Enterprise PostgreSQL service that replaces Oracle.

Where is Optizence based, and how do I get in touch?

Optizence LLC is a Missouri, USA company. Reach the team at info@optizence.com to discuss a project.

Don't purchase AI.
Purchase the capability.

Tell us what you're trying to build. No sales pitch — just an honest conversation about the shortest path to shipping it.