Glean
Competitor advantage: Enterprise search, organization-wide context, visual authoring, and browser/mobile distribution.
Trellaris response: Integrated personal workspaces, explicit privacy controls, and enforced promotion requirements.
Independent comparison · by GPT-6 Astra · 8 October 2026
Comparison by Claude Opus 5.5Seven platforms. 38 capabilities. A clearer comparison.
An independent analysis by GPT-6 Astra, OpenAI's model, of Trellaris, Microsoft Copilot Studio, AWS Bedrock and AgentCore, Google Gemini Enterprise Agent Platform, Salesforce Agentforce, ServiceNow AI Agents, and Glean. Explore shared capabilities, meaningful differences, and features Trellaris does not yet offer.
Trellaris’s strongest position
An integrated employee-agent lifecycle: personal workspaces, governed promotion, privacy controls, and enforceable spending limits.
Where the market is ahead
Visual workflows, enterprise search depth, browser and mobile distribution, managed developer runtimes, and feedback-driven optimization.
Why Glean matters
Glean combines employee-facing search, enterprise context, agents, and publication approvals. Governed employee-built agents alone are not a unique Trellaris claim.
Compare the capabilities
Checks indicate capability coverage, not equal implementation depth or performance. Companion products may require separate licensing. A dash means unverified support, not a definitive “no.”
Supported Supported Partial or companion product / integration Partial or companion product / integration Preview or beta Preview or beta Absent from the current Trellaris implementation Absent from the current Trellaris implementation Comparable support not verified Comparable support not verified
Scroll horizontally to compare all seven platforms. Each symbol includes a text description.
| Capability | TrellarisStaging product | MicrosoftCopilot Studio | AWSBedrock + AgentCore | GoogleGemini Enterprise Agent Platform | SalesforceAgentforce | ServiceNowAI Agents + Fabric + Control Tower | GleanWork AI + Agents |
|---|---|---|---|---|---|---|---|
| Agent building and execution | |||||||
| 01Custom agents with instructions and tools | Supported | Supported | Supported | Supported | Supported | Supported | Supported |
| 02Conversational assistance to create agents | Supported | Supported | Partial or companion product / integration | Supported | Supported | Supported | Supported |
| 03Visual workflow builder with explicit steps and branches | Absent from the current Trellaris implementation | Supported | Supported | Supported | Supported | Supported | Supported |
| 04Multi-agent delegation / orchestration | Supported | Supported | Supported | Supported | Supported | Supported | Supported |
| 05Scheduled agent execution | Supported | Supported | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported |
| 06Event-triggered execution | Supported | Supported | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported | Supported |
| 07Background execution without an active chat session | Supported | Supported | Supported | Supported | Supported | Supported | Supported |
| 08Persistent cross-session memory | Supported | Preview or beta | Supported | Supported | Partial or companion product / integration | Supported | Supported |
| 09External tool access through MCP | Supported | Supported | Supported | Supported | Supported | Supported | Supported |
| 10Cross-platform agent communication through A2A | Supported | Preview or beta | Supported | Supported | Supported | Supported | Supported |
| Knowledge, productivity and user experience | |||||||
| 11Enterprise document retrieval / RAG | Supported | Supported | Supported | Supported | Supported | Supported | Supported |
| 12Retrieval respecting source-system permissions | Supported | Supported | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported | Supported |
| 13Ready-to-use cross-application enterprise search experience | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported |
| 14Organization-wide relationship graph spanning people and work content | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported |
| 15Sandboxed code execution for data analysis | Supported | Supported | Supported | Supported | Comparable support not verified | Comparable support not verified | Supported |
| 16Browser interaction / web UI automation | Supported | Supported | Supported | Partial or companion product / integration | Comparable support not verified | Partial or companion product / integration | Comparable support not verified |
| 17Native desktop application control beyond the browser | Absent from the current Trellaris implementation | Supported | Comparable support not verified | Partial or companion product / integration | Comparable support not verified | Partial or companion product / integration | Comparable support not verified |
| 18Generate downloadable documents, spreadsheets or presentations | Supported | Supported | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Supported |
| 19Browser extension providing contextual workplace assistance | Absent from the current Trellaris implementation | Partial or companion product / integration | Comparable support not verified | Partial or companion product / integration | Partial or companion product / integration | Comparable support not verified | Supported |
| 20Employee mobile app access to assistant / agents | Absent from the current Trellaris implementation | Partial or companion product / integration | Comparable support not verified | Partial or companion product / integration | Supported | Supported | Supported |
| Governance, quality and operational controls | |||||||
| 21Human confirmation before sensitive tool actions | Supported | Supported | Supported | Partial or companion product / integration | Supported | Supported | Supported |
| 22Review / approval before wider agent publication | Supported | Supported | Supported | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported |
| 23Security scanning of agent definitions or tool configurations | Supported | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported | Supported | Preview or beta |
| 24Built-in automated agent evaluations | Supported | Supported | Supported | Supported | Supported | Supported | Preview or beta |
| 25Continuous production quality evaluation | Supported | Supported | Supported | Supported | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration |
| 26Runtime sensitive-data / prompt-injection controls | Supported | Supported | Supported | Supported | Supported | Supported | Supported |
| 27Agent monitoring, audit records and execution diagnostics | Supported | Supported | Supported | Supported | Supported | Supported | Supported |
| 28Mandatory scan + eval + human-review gate across personal/team/org promotion | Supported | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration |
| 29Organization/team/user spend limits with execution hard stops | Supported | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration |
| 30Admin content-access tiers with dual-approved legal holds | Supported | Partial or companion product / integration | Comparable support not verified | Comparable support not verified | Partial or companion product / integration | Comparable support not verified | Comparable support not verified |
| Platform capabilities and business depth | |||||||
| 31Managed serverless hosting for developer-supplied agent workloads | Absent from the current Trellaris implementation | Comparable support not verified | Supported | Supported | Comparable support not verified | Comparable support not verified | Comparable support not verified |
| 32Host agents built with multiple external agent frameworks | Partial or companion product / integration | Partial or companion product / integration | Supported | Supported | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration |
| 33Data-driven prompt / agent optimization from evaluations or traces | Absent from the current Trellaris implementation | Partial or companion product / integration | Supported | Supported | Partial or companion product / integration | Comparable support not verified | Partial or companion product / integration |
| 34Managed agent payments for paid APIs/content using payment protocols | Absent from the current Trellaris implementation | Comparable support not verified | Supported | Comparable support not verified | Comparable support not verified | Comparable support not verified | Comparable support not verified |
| 35Native sales CRM suite and transaction workflows | Absent from the current Trellaris implementation | Partial or companion product / integration | Comparable support not verified | Comparable support not verified | Supported | Partial or companion product / integration | Partial or companion product / integration |
| 36Native ITSM / HR case-management suite and fulfillment workflows | Partial or companion product / integration | Partial or companion product / integration | Comparable support not verified | Comparable support not verified | Partial or companion product / integration | Supported | Partial or companion product / integration |
| 37Production voice-agent / telephony contact-center integration | Absent from the current Trellaris implementation | Supported | Partial or companion product / integration | Partial or companion product / integration | Supported | Partial or companion product / integration | Comparable support not verified |
| 38Owner-scoped personal graph with provenance and time-aware recall | Supported | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration | Partial or companion product / integration |
What this means competitively
Positioning judgments from the capability evidence, not measured performance rankings.
Microsoft
Competitor advantage: Visual automation, Microsoft 365 distribution, desktop control, and contact-center integration.
Trellaris response: A workspace and governance model spanning multiple application ecosystems.
AWS
Competitor advantage: Managed developer runtime, framework flexibility, optimization, and agent payments.
Trellaris response: A ready employee-facing environment combining authoring, knowledge, approvals, and governance.
Competitor advantage: Managed agent infrastructure, model ecosystem, and evaluation and optimization tooling.
Trellaris response: Integrated employee workflows and a personal-to-shared agent lifecycle.
Salesforce
Competitor advantage: Native CRM data, sales/service transactions, and voice-agent workflows.
Trellaris response: Cross-functional assistance without making CRM the organizing center.
ServiceNow
Competitor advantage: Native ITSM/HR processes, case management, and fulfillment depth.
Trellaris response: Employee-created agents and personal productivity alongside governed enterprise workflows.
How to read this comparison
- This page was generated by GPT-6 Astra, OpenAI's model. The marks and the commentary are its own. A separate comparison by Claude Opus 5.5 covers 48 capabilities against a different set of vendors (it includes OpenAI and Moveworks, this one includes AWS), so the two tables answer related questions and are not directly comparable: read it here.
- Trellaris marks reflect the current implementation reviewed for this report. Competitor marks reflect published capabilities, not hands-on benchmark results. Licensing, region and release restrictions may apply.
- AWS includes Bedrock and AgentCore. Google refers to Gemini Enterprise Agent Platform, the evolution of Vertex AI. ServiceNow includes AI Agent Studio, Agent Fabric and AI Control Tower.
- Microsoft memory and external A2A publication are documented as preview. Glean’s built-in agent evaluations are in private beta and its agent scanning is in beta.
- Trellaris’s RAG collections and personal avatar graph are not equivalent to Glean’s organization-wide Enterprise Graph and search experience.
- Trellaris has dictation and read-aloud; production telephony is not implemented. A responsive website is not a native mobile app, and browser automation is not desktop control.
- Calling a remote agent does not mean hosting its framework. A managed SaaS builder is different from serverless hosting for developer-supplied workloads.
- The promotion, hierarchical budget and privacy rows describe specific control combinations. Related competitor controls are marked partial; no claim of exclusive capability is implied.
- Glean’s write approvals depend on the channel. Its documented Slack experience does not complete writes requiring interactive web approval.
The most consequential Trellaris gaps
- Visual workflow authoring for explicit steps and branches.
- Enterprise search experience and verified connector depth.
- Browser and mobile distribution where employees already work.
- Feedback-driven optimization with validated, human-reviewed improvements.
- Production evidence for connector behavior, reliability and operational maturity.
Vendor documentation and sources
Sources support the capability assessments; this is not a performance ranking. Preview and beta status are retained where documented.
- Microsoft: platform, workflows and evaluations
- Microsoft: memory (preview)
- Microsoft: MCP and A2A publication (preview)
- Microsoft: computer use
- Microsoft: voice and contact-center integration
- Microsoft: publication approval
- AWS: runtime, memory, evaluations, optimization and payments
- AWS: visual workflow builder
- Google: Agent Platform capabilities
- Google: data-driven prompt optimization
- Salesforce: Agentforce platform
- Salesforce: Agentforce Voice
- ServiceNow: agents and native service workflows
- ServiceNow: tools, knowledge graphs and supervised execution
- ServiceNow: long-term memory
- Glean: execution modes, triggers and delegation
- Glean: Enterprise Graph and connectors
- Glean: browser and mobile apps
- Glean: sandboxed data analysis
- Glean: publication approvals
- Glean: A2A, evaluations and scanning release status
- Glean: runtime protection policies
- Glean: long-term memory tools
- Glean: Slack approval limitations
Vendor products change quickly; this comparison is as on date Oct 8th 2026. Trellaris cells reflect the product as built and running on staging. Comparison report generated independently by GPT-6 Astra (OpenAI). The companion comparison by Claude Opus 5.5 (Anthropic) is at /compare. Product names are trademarks of their owners.