AI Retrieval Readiness Assessment (AIRR-10™)

Try the AIRR-10

Test your own content to see the specific gaps you need to address for safer, more reliable AI use.

What this is

Most content audits measure whether a person can read your content. The AIRR-10 measures whether an AI system can retrieve it. Those are different questions. Content can be accurate, well-written, and on brand, and still fail retrieval because it lacks the structure, consistent terminology, and context an AI system needs to find the right passage and trust it.

How does the AIRR-10 trial work?

1
Select content
2
Submit your request
3
Wait for your snapshot
4
Receive your report

Select your content

You can select either of the following options:

  • If your content is published on your public website, share up to 5 URLs

  • If your content is in Word or PDF, share up to 3 files, each up to 50 pages 

For more information about selecting content, review the frequently asked questions.

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Frequently Asked Questions

What content should I submit?

Submit content that is in front of an AI system today, or about to be. The evaluation is most useful on content you expect AI to retrieve, cite, or answer from. 

How many samples can I submit, and what is the maximum length?

Choose one of two paths. Share up to five URLs from your public website, or upload up to three Word or PDF files of up to 50 pages each. Pick the path that matches where your content actually lives. 

What file formats work?

Word documents and PDFs with selectable text extract cleanly. Published web pages work when shared as URLs.

Content formats to avoid

Some formats make it harder to extract text for analysis:

  • Scanned PDFs without selectable text
  • Slide decks
  • Spreadsheets
  • Documents made mostly of images

These formats can still be assessed as part of a larger content collection. For this small-sample evaluation, however, they provide less usable text and may limit the insights you receive.

Is my content kept confidential?

Your materials are reviewed only for the AIRR-10 evaluation and are not shared outside that review. You confirm at submission that you are authorized to share the content you send. 

How long does the evaluation take?

You'll receive your Snapshot by email in just a few business days.

There are a few situations in which your Snapshot might take a little longer:

  • If your website blocks our crawler from the 5 URLs you submitted, we'll contact you to secure appropriate permissions.

  • If a PDF sample does not extract cleanly (for example, it was a scanned document), we'll touch base before.

  • If we need to clarify additional context you provide, we'll follow up before we run the AIRR-10. 

What do I get back?

A one-page AI Retrieval Readiness Snapshot. It gives your content an overall readiness score, shows where it stands across all ten retrieval dimensions, and lists what we observed with the evidence behind each finding. The Snapshot shows you where your content stands; a full AIRR-10 assessment goes further, tracing each gap to the templates and content patterns producing it and returning a sequenced plan to fix them.

Is this really free?

Yes. The AIRR-10 trial is a complimentary evaluation that delivers a real, scored assessment of your own content—not a demo on sample data—so you see the specific gaps you would need to address for safer, more reliable AI use.

If you’d like help updating your content based on AIRR-10 recommendations and re-running the assessment to see what changed—or want a full assessment of all your content—those services are available as separate paid engagements.

Do I need to be technical to read the results?

No. The report is written for a business decision-maker, with each finding described in plain terms and the technical terms defined as they come up. 

What happens after I submit?

An EIS analyst reviews your samples, reaches out if they have questions, runs the AIRR-10 to evaluate all ten dimensions using your sample content, and emails your scorecard.