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CUSTOM AI MODEL LAB

The best AI isn't rented.
It's trained on you, and owned by you.

Your own frontier AI lab, built inside your company. A model for every company, and every model yours.

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The Thesis

Every business will train
its own model.

No single general model fits every business. General models get you most of the way; the final 20% of customization is what makes AI actually work: lower cost, lower latency, or better quality on the criteria only your business understands.

Customized intelligence starts from your business, your data and your judgment. yconic builds that capability inside your company, then steps aside. You keep the models, the data and the team.

Three Pillars

Owned. Specialized.
Multimodal.

Ownership

You own the weights and the data. Nothing trained for you flows into anyone else's model or product, and the team we help you build stays yours.

Smaller, specialized models

A model trained for one task outperforms a general model on that task, with lower cost and lower latency. Right-sized intelligence, not rented scale.

Multimodal by default

Domain expertise lives in documents, images, audio, video and sensor data. Your models are built to learn from all of it.

What We Build

Custom models: faster,
cheaper and better.

Every result is measured against your own baseline on the same workflow, before and after.

01 · Search & retrieval

Embedding models trained on your catalog, documents and internal terminology. Search, retrieval and recommendations return what people mean, not just the words they typed.

Measured per engagement against your baseline

02 · Document classification

Models that read, extract from and classify scans, forms and invoices at expert-level accuracy, for a small share of the cost and latency of frontier models.

Measured per engagement against your baseline

03 · Long-horizon agents

Agents trained with reinforcement learning inside your own environments, so they plan ahead, recover from errors and finish multi-step work end to end.

Measured per engagement against your baseline

04 · Multimodal intelligence

Models that understand and generate across every kind of data your business uses: text, documents, images, audio, video, 3D and sensor data.

Measured per engagement against your baseline
The AI Factory

From raw data to a
production model.

One end-to-end system takes your company from its own data to a model running in production, then keeps improving it.

1 · Data generation

Synthetic and curated training data, built from your domain.

2 · RL environments

Reinforcement-learning environments whose rewards are the business outcomes you care about.

3 · Auto-researcher

Automated experiments search for the best training recipe and keep only what beats the baseline.

4 · Continuous learning

After deployment, the model keeps improving from real-world use.

Unlimited Inference & Tokens

Unlimited inference. No meter running.

When you own the model and the hardware it runs on, intelligence stops being a metered utility. There is no per-token bill, so your agents can work around the clock, run multi-hour jobs and try hundreds of experiments overnight, at a fixed, predictable cost.

For sovereign and AI-native enterprises, that changes what's possible:

Measured Outcomes
20x–50x

Typical outcomes on high-volume workflows, measured against your own baseline.

Insurance
Claims intake & triage
27x
Manual: 40 min per claim → Custom model: 1.5 min
Finance & accounting
Invoice processing
45x
Manual: 15 min per invoice → Custom model: 20 sec
Legal & compliance
First-pass contract review
30x
Manual: 60 min per contract → Custom model: 2 min
Healthcare administration
Prior-authorization packets
30x
Manual: 45 min per packet → Custom model: 1.5 min
Sales operations
Account research & proposal draft
36x
Manual: 3 hrs per account → Custom model: 5 min
Customer support
Ticket triage & routing
24x
Manual: 8 min per ticket → Custom model: 20 sec

Illustrative examples based on typical manual handling times for each workflow. Every yconic engagement is measured against your own baseline on the same workflow, before and after.

Build your lab.
Own your intelligence.

Start with one workflow. We measure your baseline, train a model you own, and prove the result.

Build your lab Explore Enterprise AI

Your models. Your data. Your team.