Evidence tier Source Confirmed · 8 captures on record
What the publisher says
As described on Microsoft Marketplace.
Are you using Copilot and struggling with hallucinations and incorrect answers?
Are you integrating it with SharePoint data which is full of duplicates and outdated information?
Show the rest of the publisher’s description (18 more lines)
Data governance and data quality issues are the number one reason why Copilot initiatives fail.
Shelf platform helps you get better, higher-quality answers from Copilot, by empowering you to prevent bad data from turning into bad Copilot answers.
Shelf monitors Copilot's answers, showing you exactly which conversations were negatively impacted by bad data. It also pinpoints the exact documents that caused Copilot to deliver incorrect answers.
How it Works:
- Connect Data and Copilot Conversations
- Shelf platform identifies bad answers and flags all problem areas in your data
- Address identified issues by:
- Fixing data at source
- Filtering out bad data so that it never reaches Copilot
- Enrich data with additional context making it fit for Copilot use.
Shelf is key to your Copilot success and enables you to:
- Eliminate bad data in SharePoint before it becomes bad Copilot answers
- Gain control over SharePoint data quality issues
- Continuously improve your Copilot answers
- Get Answer transparency for responsible AI
Shelf platform allows you to deploy Copilot with confidence, knowing that you're in control of its answers.
For more information visit: https://shelf.io/microsoft-copilot-solution/
Upon clicking "Get It Now" our team will reach out to discuss custom pricing via a private offer.
Preview
3 imagesAgent build and provenance
See the full provenance
The layer-by-layer build, the evidence behind each claim, the risk basis and the cross-marketplace links are open to any account. Some rows are disclosed, some the source leaves Unknown; a free account shows you which.
Compliance
- FedRAMPConfirmedNot listed90%, registry-checkedNo FedRAMP Marketplace entry matched this vendor's domain, checked 2026-08-27registry recordas observed 2026-08-27
Confirmed means matched to a public authoritative registry. Claimed means the vendor or its listing states it, not yet cross-checked. A framework not shown was not found in any source we hold, which is not evidence against it. Not listed means a scoped registry check found no match for this vendor's domain: a No is a scoped registry check, not a compliance judgment. Confidence bands: 95% domain-verified, 90% registry-checked, 80% self-attested, 70% weak signal. Self-attested items marked “vendor's site” are gathered from the vendor's own website and are not verified by us.
Vendor
External enrichment
Plans and pricing as listed
1 listedSources
Publisher resources
3 linksLinked repositories
Unknown means this listing does not publish a repository. It is not a statement that the code is closed, and a linked repository is not a claim that the publisher wrote it: the registry computes that relationship privately and does not publish it.
Evidence risk is the share of the build you cannot see before you deploy, not a security rating. Sign in to see the layer-by-layer basis for this band.

