Tools & evidence

State-of-the-art AI. Evidence you can check.

We use the latest AI models, coding and analyst agents alongside proven engineering tools — and we show our work. Every claim we make about your application comes with evidence.

⌕

Discovery tools

Source and dependency analysis, documentation review, workflow observation, and authorized artifact inspection.

Output: an application map with evidence and open questions.
⌘

Coding & analyst agents

Bounded tasks for implementation drafts, requirement analysis, documentation, and candidate test generation.

Output: reviewable changes tied to a defined task.
✓

Validation harnesses

Reference inputs and outputs, held-out acceptance cases, regression checks, and report reconciliation.

Output: observed results and specific mismatches.

Built in our lab

ReplicaLens:
our first evidence loop.

The local Python harness orchestrates a scoped Claude Code CLI attempt, artifact inspection using REA and ILSpy, and independent evaluation of a synthetic .NET pricing application.

This is a working internal prototype, not a self-service product or a production-isolated customer assessment environment. Customer work requires an agreed scope and an appropriate isolated environment.

What the experiment established

Baseline
150 of 156 total cases matched
Minimized resources
152 of 156 total cases matched
Pricing subset
144 of 144 in both attempts
Original compatibility
156 of 156 after resource removal
Experiment limits
One small synthetic fixture; one attempt per variant

The recommendation standard

Every recommendation
needs a reason to exist.

  1. Observed exposure

    What was actually found, and under which access conditions?

  2. Specific intervention

    Which component, boundary, or resource changes?

  3. Validation method

    What before-and-after comparison would support the claim?

  4. Product tradeoff

    What does it cost in latency, connectivity, usability, or operations?

Free application review

Your customers are already being sold AI. Let’s make sure it’s yours.

Pick one workflow. We’ll show you what an AI-native version looks like, what it would take, and what your app exposes today — free.

Get a free application review