Glassbox

Upload an annual report PDF or organisation name to evaluate its reliability for AI-driven fact extraction, reasoning and hallucination risk.

Our assessment runs three independent AI tests to ensure a higher degree of accuracy on the created assessment reports.

Machine Understanding Diagnostic

Can AI represent this company accurately?

Locates and reads the company's published channels, checks whether they can be found and read, whether they tell a compatible story, and whether key statements are clear and well evidenced. Every quote is checked against the source it came from, and scores are calculated from the evidence. Produces a prioritised, evidence-backed improvement programme.

This reads several full documents, so it can take up to approximately 25 minutes.

Narrative Assurance

Does AI tell your story the way you intend?

Set out the story the company wants told, pillar by pillar, and the sources that tell it. Glassbox then follows each pillar from the company's own pages to what an AI finds and says, and shows where it is lost, what AI reads about the company, and what its websites allow AI systems to read.

Drafting the narrative and finding sources takes about two minutes. You review everything before anything is run.

Quick AI Check

How well does an AI understand this company today?

A fast, scored read of how an AI system understands the company from the open web alone: whether it gets the numbers right, avoids inventing things, and reasons soundly. Use it for a first look, or to check progress between full diagnostics. For the evidence behind every finding, run the Machine Understanding Diagnostic.

Assessments can take up to approximately 10 minutes to complete.

Annual Report AI Assessment

Upload Annual Report

Click to select or drag & drop a PDF here

Whose report this is. With it, later runs show what changed since this one. Without it, the run is not compared.

How should the report be read?

Assessments can take up to approximately 10 minutes to complete.

Narrative Assurance

Review the narrative and sources

This is the story the company intends AI systems to tell, and the sources that tell it. The AI has drafted it; please check every pillar, rewrite anything that is not right, switch off any that do not apply, and add or remove sources. The assessment measures what AI finds against exactly what is approved here.

Narrative pillars
Authoritative sources

The pages and documents that state the company's story. A source you add by hand is flagged in the results if the AI's own research cannot find it, because a page AI cannot find is a page it cannot use.

NameWeb addressTypeHow found
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