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Comparison
RAIVA compared with ChatGPT, Claude and Gemini
Business and Enterprise offerings already support company work. Compare named editions, connected sources and verification needs before introducing another platform.
In brief
Existing tools may be sufficient when your team can review the output and source scope itself. Evaluate RAIVA when an explicit evidence workflow is a central requirement. Enterprise controls alone do not prove factual correctness.
RAIVA is an evidence-based AI platform for company knowledge. The RAIVA descriptions cover documented product principles, not verified production availability. Confirm functions, integrations and access in a demo. Virtual Employees remain a future vision.
Illustrative evaluation scenario
Lindenhof: one lease, two versions
A lease states a fixed end in 2030. A 2nd amendment extends it to 2033 but is signed by the tenant only. A third file cannot be read. Ask each provider to show the relevant passages, the conflict, the unread file and the documents actually examined. No provider response is simulated here.
Six questions for your demoLease end
Two passages. One conflict. An open review.
Gemini in Google Workspace Business Standard/Plus and Gemini Enterprise Standard/Plus are different products. Workspace embeds AI in everyday office work; Gemini Enterprise has its own editions for enterprise search and agents. Standard and Plus have different indexing allowances. Neither product name implies identical capabilities. [11] [12]
Business: everyday work across the team
Six questions for your demo| Criterion | ChatGPT BusinessBusiness | Claude TeamTeam | Gemini · Google WorkspaceBusiness Standard / Business Plus | |
|---|---|---|---|---|
| Typical tasks | Company knowledge and document-based decisions. [1] | Writing, research and data analysis. [6] | Writing, analysis, research and coding. [9] | AI assistance in Gmail, Docs, Sheets, Drive and Meet. [11] |
| Company sources | Connect information within defined workspaces; confirm each integration. [1] | Apps and Company Knowledge, subject to enabled sources. [7] | Projects and connectors, including Google Workspace. [9] [10] | Workspace files and office context. [11] |
| Sources and verification | Check whether a passage supports the claim; keep gaps visible. [1] | Company Knowledge can provide source links for verification. [7] | Google Workspace connector responses include source citations. [10] | Check source display in the specific app and task. [11] |
| Research scope | Separate supporting evidence from completeness of review. [1] | Research tools; test actual document coverage separately. [6] | Research and enterprise search; verify corpus coverage. [9] | Check which files the selected Workspace feature can use. [11] |
| Structured results | Traceable results with sources and review steps. [1] | Tables, charts and file-based analysis. [6] | Artifacts and file creation/editing. [9] | Documents, spreadsheets and presentations in Workspace. [11] |
| Collaboration | Human review within defined workspaces; confirm sharing behavior. [1] | Shared workspace and shared GPTs. [6] | Shared projects and centralized administration. [9] | Collaboration through Workspace applications. [11] |
| Permissions | Work within access rights; verify enforcement in your scenario. [1] | Company Knowledge respects connected-app permissions. [7] | Admin-enabled connectors and individual account authorization. [10] | Confirm app permissions and edition-specific admin controls. [11] |
| Implementation effort | Agree sources, responsibilities and acceptance criteria; effort remains open. [1] | Enable apps, authorize sources and define review practices. [7] | Configure connectors and project context; agree review practices. [9] | Confirm Standard/Plus features and existing Workspace setup. [11] |
Enterprise: evaluate governance separately
Six questions for your demo| Criterion | ChatGPT EnterpriseEnterprise | Claude EnterpriseEnterprise | Gemini EnterpriseStandard / Plus | |
|---|---|---|---|---|
| Typical tasks | Company knowledge and document-based decisions. [1] | Writing, research and data analysis. [6] | Writing, analysis, research and coding. [9] | Enterprise search, research and agent workflows. [12] |
| Company sources | Connect information within defined workspaces; confirm each integration. [1] | Apps and Company Knowledge, subject to enabled sources. [7] | Projects and connectors, including Google Workspace. [9] [10] | Google and third-party data through connectors. [12] |
| Sources and verification | Check whether a passage supports the claim; keep gaps visible. [1] | Company Knowledge can provide source links for verification. [7] | Google Workspace connector responses include source citations. [10] | Enterprise-data grounding; inspect claim-level support in a demo. [12] |
| Research scope | Separate supporting evidence from completeness of review. [1] | Research tools; test actual document coverage separately. [6] | Research and enterprise search; verify corpus coverage. [9] | Indexing allowances differ between Standard and Plus. [12] |
| Structured results | Traceable results with sources and review steps. [1] | Tables, charts and file-based analysis. [6] | Artifacts and file creation/editing. [9] | Data Insights and agent tools; confirm required export format. [12] |
| Collaboration | Human review within defined workspaces; confirm sharing behavior. [1] | Shared workspace and shared GPTs. [6] | Shared projects and centralized administration. [9] | Shared agents and published enterprise notebooks. [12] |
| Permissions | Work within access rights; verify enforcement in your scenario. [1] | Role-based access and SCIM supplement source permissions. [6] [8] | Role-based access, SCIM and audit logs; confirm configuration. [9] | Permission-aware enterprise search and actions. [12] |
| Implementation effort | Agree sources, responsibilities and acceptance criteria; effort remains open. [1] | Configure enterprise controls and agree contractual requirements. [6] | Confirm self-serve or sales-assisted terms and retention controls. [9] | Configure connectors, indexing and agent governance. [12] |
Which approach fits your work?
For drafting, summarizing and everyday analysis, first evaluate the tools your team already uses. Test source links and review effort on a representative task.
Compare approachesEvaluate RAIVA when your team must justify a company-specific decision through passages, review scope and traceable steps. Ask for proof using your acceptance criteria.
Request a demoSix questions for your demo
Take these questions into every provider conversation. Use the same documents and acceptance criteria.
Can I open the exact passage behind each material claim?
Which documents were searched, omitted or unreadable?
How are conflicting versions and missing evidence shown?
Can a reviewer reconstruct the inputs and steps behind an export?
What happens after source access is revoked, including in shared results?
Which edition, sources, limits, costs and setup steps does this workflow require?
Sources and scope
An editorial comparison of official documentation, not a hands-on product test or ranking. A source reference alone proves neither a claim nor a complete review. Undocumented behavior remains open; editions, configuration and rollout can change availability.
Checked:
- [1] RAIVA product principles and evidence limits
- [6] OpenAI · Business / Enterprise
- [7] OpenAI · Company Knowledge
- [9] Anthropic · Claude Team / Enterprise
- [10] Anthropic · Google Workspace connectors
- [11] Google · Workspace Business Standard / Plus
- [8] OpenAI · Roles and workspace permissions
- [12] Google · Gemini Enterprise Standard / Plus
Next step
Bring your question. Examine the evidence.
Use the contact form to request a demo with your task, source systems and review requirements. Availability, setup effort and commercial terms must be clarified individually.