Coveo vs Shelf
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Shelf is the stronger AI pick in Knowledge Management: it has a visibility score of 1.5 versus 0.3 for Coveo, and ranks ahead in 100% of the answers that name both.
Choose Coveo if…
- You need HIPAA coverage
- You prefer a larger, established vendor (501–1,000 employees)
Choose Shelf if…
- You want the brand AI engines rank higher (1.5 vs 0.3)
- AI answers describe it more positively (67% vs 0% positive)
- You need SOC 2 Type II or CCPA coverage
- Recommended by analysts for knowledge management
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Coveo | Shelf |
|---|---|---|
| Visibility score | 0.3% | 1.5% |
| Change vs last week | New | New |
| Rank in Knowledge Management | #47 | #38 |
| Share of voice | 0.2% | 0.7% |
| Mentions this run | 1 | 4 |
| Positive in AI answers | 0% | 67% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Coveo 0pp · Shelf 0pp over 0 weekly runs.
Engine by engine
Shelf leads on 3 of 3 engines
Head to head in AI answers
1 engine answers name both brands
| Prompt | Engine | Coveo | Shelf |
|---|---|---|---|
| Official website of the top knowledge management tool vendors | ChatGPT | #21 | #15 |
Features, pricing & fit
| Dimension | Coveo | Shelf |
|---|---|---|
| Pricing model | Usage-based | — |
| Entry price | Contact sales | — |
| Free plan | No | — |
| Deployment | Cloud-native platform, with hybrid cloud and on-premise indexing and multi-region hosting as an add-on | Cloud-hosted on AWS, with data centers in the US, Canada and EU |
| Compliance | HIPAA, GDPR | SOC 2 Type II, GDPR, CCPA |
| Support | Coveo Care support and success plan, Technical Account Manager, Developer Support, Network of implementation partners | Contact form on the website, Developer portal with API specs, cookbooks and SDKs |
| Founded | 2005 | — |
| Headquarters | Montréal, Quebec, Canada | New York City, NY, United States |
| Employees | 501–1,000 | 51–200 |
| Funding | Post-IPO equity round led by SCALE AI | Series B · $61M raised |
| Best for | Large enterprises running commerce, customer service, website and workplace experiences | Business and knowledge management teams that need governed enterprise knowledge, and technical teams that want a data layer under their own AI applications. |
Plans side by side
Coveo
Shelf
Pricing not available.
Pros and cons
Themes from the AI answers that mention each brand
Coveo
Profile in progress.
Shelf
- Recommended by analysts for knowledge management
- Suited to customer-service and contact-center knowledge management
- Recommended for vendor landscape and competitive intelligence databases
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Coveo vs Shelf”, https://slateindex.ai/compare/coveo-vs-shelf, data of Nov 3, 2026. Licence: CC BY 4.0.