Capabilities

Research, prototype, and build the product your problem requires.

Engagements move through four phases. Not every project needs all four — some start at research, some arrive with a validated idea and go straight to build — but the sequence is how uncertain problems become reliable software.

Investigate

Understand the work before choosing the technology.

  • Domain and workflow research
  • User interviews
  • Technical landscape analysis
  • AI opportunity identification
  • Data and integration assessment
  • Feasibility studies
  • Risk identification

Prototype

Test the hardest assumption before building everything.

  • Interaction prototypes
  • Model and agent experiments
  • Retrieval systems
  • Technical proof of concept
  • Pilot workflow
  • Evaluation plan
  • User testing

Build

Turn the validated approach into reliable software.

  • Product architecture
  • UX and interface design
  • Full-stack development
  • AI integration
  • Infrastructure
  • Authentication
  • Data systems
  • Deployment

Improve

Evaluate, refine, and uncover the next question.

  • Observability
  • Model and product evaluation
  • User feedback
  • Workflow refinement
  • Performance optimization
  • New research questions
  • Continued development

Qualification

Is DataKnife the right fit?

We would rather tell you early. Both lists are honest.

A good fit when

  • The product is technically uncertain.
  • The workflow is specialized.
  • Existing software does not fit.
  • Human interaction is as important as model performance.
  • The organization needs both investigation and development.
  • The system must move beyond a demo.

Probably not the best fit when

  • The project is a basic marketing website.
  • The goal is only to replicate an existing application.
  • The client wants staff augmentation without product ownership.
  • There is no willingness to test assumptions.
  • The only requirement is the lowest possible implementation cost.

Not sure which phase your problem is in?

That is normal — placing the problem correctly is the first thing we do together. Describe it as it actually is.

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