Your Domain. Your Data. Our Models.

Fine-tune our face, voice, text, and fusion models on your own data — privately. Domain-specific accuracy without giving up our calibration, label space, or model contracts.

See the base models

All modalities

face · voice · text · fusion

Private

your data stays yours

Contract-stable

label space preserved

Proof Block

The output is a deliverable pack, not a black box

Custom training should end in artifacts your team can review and operationalize, not just a better checkpoint with no context.

Evaluation

side-by-side baseline vs tuned report

Your team gets an eval pack tied to your own label policy and scenarios.

Integration impact

no API contract change

The tuned model keeps the base label space so existing product code stays intact.

Operational handoff

model card + drift plan + deletion attestations

Concrete documents ship with the tuned model, not as an afterthought.

Sample handoff

What a project closes with

model-card.pdf
baseline-vs-tuned-eval.csv
labeling-guidelines-review.md
deployment-checklist.md
drift-monitoring-plan.md
data-deletion-attestation.pdf

Deliverables

Custom where it matters. Stable where it counts.

Process

Guided Fine-Tuning

We work with your team on data prep, labeling guidelines, training, evaluation, and deployment. You get a model card and full eval — not a black box.

›Labeling guideline review
›Custom eval set with your stakeholders
›Drift monitoring after deployment

Privacy

Data Stays Where You Want It

Training in your VPC, our SOC2-aligned environment, or air-gapped — your choice. Raw data never required to leave your control.

›VPC / on-prem / air-gapped options
›Differential privacy available
›Data deletion attestations

Contract

Same API. Better Numbers.

The fine-tuned model keeps the same label space and API as the base — your integration code doesn't change, only the accuracy on your domain does.

›No SDK changes required
›Same calibration contract
›Side-by-side A/B harness

Where it fits

🏥

Clinical research

Domain-tuned models on consented patient data.

🎮

Game studios

Tune to your characters, your players, your genre.

🏢

Enterprise CX

Industry-specific emotional cues at scale.

🤖

Robotics OEMs

Optimized for your sensor hardware and form factor.

Let's tune a model for your problem

Send us a note. We'll schedule a scoping call and share a sample model card.

Talk to David