AI Labs Index · Compare

Compare AI tools side by side

Compare up to four tools by their main job, cost, setup requirements, and data security. Choose two to four tools below.

2 of 4 selected
Cross-category comparison

Research categories group tools by their main job and how they work. These tools are in Enterprise AI Assistants and Workspaces · Document Intelligence and Intelligent Document Processing.

You can compare them by practical fit, cost, setup, and safe use. This is not a direct head-to-head or global ranking: each tool’s TriVista score and peer position apply only within its own category.

Costs are planning estimates, not vendor quotes. See the assumptions below.

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Microsoft
86TriVista score

Microsoft 365 Copilot

An AI helper built into Word, Excel, Outlook, and Teams that drafts, summarizes, and answers questions inside the apps you already use.

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Rossum
74TriVista score

Rossum

An AI tool that reads invoices and other business documents and pulls out the data, learning from corrections, with a newer autonomous agent called Aurora.

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Compare
Microsoft 365 Copilot86 TriVista score
Rossum74 TriVista score
Category rank
#4
#7
Research confidence
Strong support
Some support
Category
Enterprise AI Assistants and Workspaces
Document Intelligence and Intelligent Document Processing

Cost

Tool
Microsoft 365 Copilot86 TriVista score
Rossum74 TriVista score
Plans and pricing
Enterprise add-on. Public incremental add-on rate; prerequisite license excluded as incumbent
Commercial / enterprise. Planning allowance - confirm current public price or quote
First year
$28.8KBase estimateLow $19.1K · High $44.5K
$94.3KBase estimateLow $59.9K · High $151.7K
Per user or unit
$1.4KBase estimateLow $953 · High $2.2KPer enabled user, first year
$94.3KBase estimateLow $59.9K · High $151.7KPer production workspace, first year
Three years
$65.5KBase estimateLow $44.6K · High $98.5K
$195.7KBase estimateLow $129.7K · High $302.4K
Cost assumptions
Based on 20 enabled users. Pricing model: Per user add-on plus qualifying Microsoft 365 license. Confirm the vendor’s billing unit and current price or quote before budgeting.
This scenario uses a category-based allowance, not a verified price for this product. Based on 1 production workspace. Confirm the vendor’s billing unit and current price or quote before budgeting.

Setup and security

Tool
Microsoft 365 Copilot86 TriVista score
Rossum74 TriVista score
Setup requirements
Qualifying Microsoft 365 plan, Entra identity, permission hygiene, SharePoint/OneDrive governance, DLP and Purview controls, user training, and adoption metrics.
Confirm current product identity, commercial packaging, data processing terms, sign-in and access rules, retention, integrations, support model, implementation effort, and rollback conditions.
Data and security
Copilot honors existing Microsoft 365 permissions, but a rollout should include oversharing remediation, Purview/DLP controls, security dashboard access, and identity governance.
Confirm encryption, how the vendor uses your data, customer data separation, how long data stays and how to delete it, activity records, sign-in and user setup, where data is handled, other companies that process data, past incidents, and what your team must manage.
Recommended next step
Complete the required permissions, governance, and data-quality review before a narrow pilot
Verify identity, package, availability, ownership, pricing, and security evidence before approving a pilot
Before you choose

Test the shortlisted tools on the same task with the same success criteria. Confirm current pricing, data terms, and setup requirements, and resolve any research holds before approving a pilot. Scores rank tools within their own category, not across all tools.

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