GPU compute servers in a rack with neatly routed cables

S/02 · Products & platforms

Data & AI platforms

Axio Intelligence builds data and AI platforms — ingestion and transformation pipelines, human-in-the-loop labeling workflows, workforce and project management, automated quality control, and Kubernetes-orchestrated containerized workloads — that turn raw multimodal data (video, audio, images, text and 3D) into model-ready datasets. We engineered the platform MLtwist uses to deliver AI data work, including its U.S. TSA contract.

Scope your project What we deliver

When teams call us

You probably need this if…

01
Data preparation, not modeling, is what’s slowing your AI program down.
02
Labeling runs on spreadsheets, email threads and one-off scripts.
03
Every new customer or dataset needs a custom pipeline built from scratch.
04
A government or enterprise buyer wants proof of data lineage, quality and security.

Deliverables

What you get

Pipeline orchestration

Custom pipelines triggered per project, running as containerized jobs on Kubernetes that scale with the workload.

Labeling workflows

Task setup, assignment, review loops and connectors to third-party annotation tools.

Project & workforce management

Customers, projects, labelers and reviewers managed in one system, with throughput and quality visibility.

Automated quality control

Validation rules and QC on human-in-the-loop revisions before anything ships.

Versioning & lineage

Tracked, versioned data in a secure environment, with an audit trail from raw input to delivered dataset.

Delivery in any format

Transformation and packaging to the customer’s schema — JSON, standard formats such as DICOS, or custom.

Technologies

What we work in

ClickHouseKafka / RedpandaApache FlinkElasticsearch / OpenSearchApache IcebergParquetDuckDBPostGIS / H3KubernetesPythonPostgresObject storage (S3 / GCS)Human-in-the-loop labelingMultimodal dataDICOS

Named platforms and standards describe what we build with and build to; they don’t imply a formal partnership or certification with the vendor.

Where we apply it

Industries

I/03

Defense & dual-use

C2 integration, fleet software and edge AI for drones, sensors and terminals.

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I/04

Industrial & remote assets

Monitoring and control for oil & gas, water, cold chain and infrastructure.

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I/02

Energy & DER devices

Make batteries, solar + storage and EV chargers dispatchable.

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All

Another sector?

The same engineering carries across sectors. See everywhere we work, or bring yours to a scoping call.

All industries →

Proof

Where we’ve done this

AI data platforms

The AI data platform behind MLtwist

Axio designed and built the MLtwist platform.

Government · aviation security

TSA contract: $590K

Multimodal AI data for the U.S. TSA

MLtwist holds the TSA contract. Axio engineered the MLtwist platform the work runs on.

Government · materials science

DOE SBIR award: $198K

PRIMED: fast materials-data search for U.S. Department of Energy researchers

Axio led an augmented engineering team that built PRIMED for MLtwist.

Axio engineered the platform MLtwist runs on — how we manage projects and people, run labeling, and launch custom pipelines on Kubernetes. It’s the foundation we delivered our TSA and Department of Energy work on. They build like owners, and they ship.

David Smith

Founder & CEO, MLtwist

Questions