AL Consulting — AinsworthLloyd

Evaluator

Re-fetches sources, recomputes figures, and scores every deliverable before you see it.

Typical run
~4 min
Tools
Page fetch · Recomputation · HTTP probes
You provide
The deliverable to verify
Approval
Read-only: nothing leaves the platform

◤ What it does

Re-fetches sources, recomputes figures, and scores every deliverable before you see it.

The Evaluator is the agent whose job is doubt. It re-fetches the sources a report cites, recomputes the figures a data step produced, re-probes the targets a QA run reported on, and judges each claim against what it finds. It holds no loyalty to the team that produced the work; its only output is a scored verdict on the evidence, which is why every mission runs it before the result reaches you.

◤ Ask it

In your words. No prompts to engineer.

01

Verify every source in this research report and score it.

02

Recompute the figures in this analysis from the underlying data.

◤ Missions it runs in

  • Research to report
  • Research a market
  • Validate a startup idea
  • Audit my software
  • Diagnose my business
  • Find me customers
  • Find leads and reach out

◤ Questions

About the Evaluator

Why is verification a separate agent?

A model checking its own work shares its own blind spots. A separate agent with no stake in the result, and real tools to re-fetch and recompute, is a structurally stronger check.

What happens when a claim fails verification?

It is labelled, not hidden. The deliverable shows which claims were verified, which were only inferred, and which could not be confirmed.