SERVICES / 01—04DATA × MODELS × DEPLOYMENT

Everything your
model needs.

We make the hard, invisible parts of AI clear and shippable — from the first authorized record to the first production call.

Four disciplinesBuilt around your metric
01TRAINING / MODEL BEHAVIOR

Model
training

Turn a capable base model into a reliable teammate for your specific work.

WE SOLVE
  • Foundation model selection
  • Data mix and instruction design
  • Evaluation and error analysis
WE DELIVER
  • SFT / DPO fine-tuning
  • Reproducible training runs
  • Model card and handoff
02LICENSED WEB DATA / PROVENANCE

Licensed
web data

More signal, with permission you can explain to your users, counsel, and future self.

WE SOLVE
  • Authorized source discovery
  • Collection and normalization
  • Schema and quality design
WE DELIVER
  • Auditable crawl pipelines
  • Cleaning and labeling layers
  • Source and version history
03SYNTHETIC DATA / SCENARIO COVERAGE

AI synthetic
data

Create the edge cases your real dataset never had — without exposing the people behind it.

WE SOLVE
  • Long-tail scenario coverage
  • Privacy and rare-event gaps
  • Controllable data generation
WE DELIVER
  • Scenario generation systems
  • Quality scoring and filtering
  • Augmented training datasets
04INTEGRATION / PRODUCTION ACCESS

Model
integration

Put intelligence inside the product, workflow, and stack your team already trusts.

WE SOLVE
  • API and SDK architecture
  • Security and access controls
  • Latency and cost trade-offs
WE DELIVER
  • REST API / Python SDK
  • Private cloud deployment
  • Monitoring and iteration loop

One clear path
from question to shipped.

01
Frame

Define the business metric and the constraints around it.

02
Build

Assemble the right data, training recipe, and evaluation loop.

03
Ship

Integrate into production with ownership and observability built in.

Tell us what
needs to work.

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