Research & Prototyping
Answer the hard question before you commit the budget.
Structured feasibility work: benchmarks, prototypes and architecture investigations that turn uncertainty into engineering decisions.
Architectural layers
Problem
What problem does this solve?
- Leadership needs evidence, not enthusiasm, before funding AI programs.
- Benchmarks and vendor claims do not reflect your data or your constraints.
- Teams cannot tell whether a limitation is fundamental or fixable.
Scope
What CAS builds
- Feasibility studies with designed experiments and honest negative results.
- Benchmarks on your data: model comparisons with task-specific metrics.
- Prototypes that demonstrate the critical risk, not the easy parts.
- Architecture investigations with written engineering rationale.
Architectures
Architectures that may be used
Each links into ModLens, the CAS architecture explorer, where the structure and trade-offs are diagrammed.
Method
How CAS approaches engineering
- Design the experiment to be able to fail — a study that cannot say 'no' says nothing.
- Evaluate on your data, your tasks, your constraints.
- Report what was learned, including what did not work and why.
Outcomes
What can result
- Decisions grounded in measured behavior on your own data.
- Risk reduced before capital is committed.
- A written engineering record your team can build on.
Delivery
What the process looks like
01 · Question
The decision this research must inform, and what evidence would settle it.
02 · Design
Experiments, metrics, baselines, data plan.
03 · Execute
Runs, ablations, benchmarking against baselines.
04 · Verdict
Findings, limitations, and a recommended engineering path.
Preparation
What a client should prepare
- The decision at stake and the criteria that would settle it.
- Data access sufficient for a representative test.
- A deadline — research without a deadline drifts.
Outcomes depend on data, constraints and integration reality. CAS states assumptions explicitly and reports negative results when evidence demands them.
Discuss research & prototyping with an engineer.
Bring the problem; we will bring the architecture, the evaluation plan and the honest feasibility read.