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Models that do real work

AI & Machine Learning

Custom AI features, retrieval-augmented chatbots, document processing and automation pipelines built on top of modern foundation models.

3 – 12 weeksScoped to your budget

What we commit to on this work

Scored
Against your own test set
Human
In the loop on anything risky
Private
Deployable inside your own VPC
01Capabilities

What this covers.

AI assistants & chatbots

Retrieval-augmented assistants grounded in your own knowledge base, with citations — so answers can be checked, not just trusted.

Document intelligence

Extract structured data from invoices, contracts and forms. Human-in-the-loop review for anything below your confidence threshold.

Custom models

Classification, forecasting, recommendation and computer vision, trained and validated on your data, deployed inside your own cloud.

Workflow automation

Agentic pipelines that read, decide and act across your existing tools, with a full audit trail on every step.

02Deliverables

What you receive.

  • Use-case discovery with a cost-per-query model
  • RAG pipeline over your own documents
  • Evaluation suite so quality is measurable
  • Guardrails, PII handling and audit logging
  • Streaming API and embeddable chat widget
  • Monitoring dashboard for usage and spend

Typical stack

PythonClaude APILangGraphPyTorchpgvectorAWS BedrockFastAPI
03Questions

Before you ask.

Inference is billed per token by the model provider. We model your expected volume during discovery and give you a monthly range before a line of code is written, plus caching and routing so it stays predictable.

Next step

Tell us what you are trying to build.

A first call is thirty minutes, costs nothing, and ends with a straight answer about whether we are the right group for it — plus the names of the specialists who would actually do the work.