Enterprise AI Pricing Compared: No Hidden Costs, No Surprises

Enterprise AI pricing ranges from $3/user/month to more than $100/user/month — and some of the most expensive platforms are the least transparent about what you actually pay. If you are evaluating enterprise AI tools and trying to build a realistic budget, this guide breaks down actual pricing across the major platforms.

The Pricing Transparency Problem

Most enterprise AI vendors do not publish prices. The reasons are strategic: custom pricing lets them charge different amounts based on company size, competitive situation, and negotiation leverage. For buyers, this means:

• You cannot compare options without sitting through multiple sales processes
• The price you pay depends more on your negotiation skill than the product's value
• "Enterprise pricing" often means "we will charge what we can get away with"

A few platforms break from this pattern with published, per-user pricing. These are worth noting because they also tend to be more straightforward to budget and renew.

Published Pricing (What You Can Plan Around)

Coworker AI — $30/user/month

Flat per-user pricing, no tiers, no per-feature add-ons. The $30/user/month includes organizational memory, 40+ integrations, meeting intelligence, enterprise search, workflow execution (CRM updates, ticket creation, email drafts), and the agent builder.

What you actually get: A platform that connects to your full SaaS stack, builds company-wide context over time, and executes follow-through actions. SOC 2 Type 2.

Hidden costs: None documented. Standard enterprise onboarding is 2-5 business days. POC within 48 hours.

Amazon Q Business — $20/user/month (Pro) / $3/user/month (Lite)

Amazon Q Business is one of the most transparent pricing models in enterprise AI. The Pro tier at $20/user/month includes AI assistant capabilities, 40+ data source connectors, and full document intelligence. The Lite tier at $3/user/month covers basic Q&A.

What you actually get: AI assistant and search grounded in your AWS-connected data sources. Strong permission inheritance from IAM. FedRAMP authorized.

Hidden costs: AWS data processing costs if you are storing large volumes. Requires AWS infrastructure.

Notion AI — $10/member/month

Notion AI is an add-on to any Notion plan. It adds AI writing, summarization, Q&A across your Notion workspace, and database intelligence.

What you actually get: AI features within Notion only. Excellent for documentation-heavy teams already using Notion.

Hidden costs: Only works within Notion. Cannot reach Salesforce, Slack, or other tools.

Microsoft 365 Copilot — $30/user/month (plus M365 license)

The published Copilot price is $30/user/month, but this is an add-on. You must already have Microsoft 365 Business Standard ($12.50/user/month) or higher. Total cost per user is $42.50-65+/month depending on your M365 plan.

What you actually get: AI across Word, Excel, Outlook, Teams, and SharePoint. Deep Microsoft integration, native access to Microsoft Graph data.

Hidden costs: The M365 license requirement. Power Automate premium connectors for advanced workflows. Copilot Studio for building custom agents ($200/month per tenant).

ChatGPT Teams — $25/user/month

OpenAI's Team tier offers GPT-5 access, 128K context window, no data training, and team management features. Enterprise pricing is custom and typically higher.

What you actually get: General-purpose AI assistant. Not connected to your SaaS tools natively.

Hidden costs: Custom GPTs and tool integrations require development. Enterprise pricing significantly higher for >150 seats.

Google Gemini for Workspace — $20/user/month (add-on)

Google's Gemini features are included in some Workspace plans and available as a $20/user/month add-on for others. Pricing depends on your existing Workspace plan.

What you actually get: AI across Gmail, Docs, Sheets, Meet, and Drive. Best for teams fully invested in Google Workspace.

Hidden costs: Requires Google Workspace subscription. Deep features require Business or Enterprise Workspace plans.

Custom Pricing (Budget Unknown Until You Talk to Sales)

Glean

Glean does not publish prices. Based on Vendr data from 159 purchases, the median contract is $97,500/year. Per-user costs vary from $25-40/month depending on deployment size, with larger organizations getting better rates.

What you actually get: Best-in-class enterprise search across 100+ applications. Strong knowledge graph, excellent personalization, deep connector library.

When Glean is worth it: Large organizations (500+ users) that primarily need powerful cross-app search and can justify the budget.

When Glean is not worth it: Smaller teams, teams that need AI execution (not just search), or teams where $97.5K/year is not justified by the use case.

Moveworks

Moveworks focuses on IT service management and HR automation. Pricing is custom, typically starting at $100K+/year for enterprise deployments.

What you actually get: Excellent IT and HR automation. Employee-facing AI assistant with deep service desk integration.

When it makes sense: Large enterprises with significant IT/HR ticket volume where automation ROI is measurable.

Gong

Gong pricing is custom, typically in the $100-150/user/month range for sales organizations at scale.

What you actually get: Best-in-class revenue intelligence. Conversation analytics, deal risk detection, pipeline forecasting from call and email analysis.

When it makes sense: Sales organizations where rep coaching and deal intelligence directly drive revenue.

True Cost Comparison at 100 Users

What to Watch for in Enterprise AI Contracts

Minimums: Many platforms require 25, 50, or 100 seat minimums even if you want to start smaller. Confirm this before entering negotiations.

Annual vs. monthly: Most enterprise AI is priced annually. Monthly pricing, when available, typically carries a 20-30% premium.

Overage fees: Platforms with usage-based pricing (API calls, messages, conversations) can have significant overage costs at scale. Understand the unit economics before committing.

Renewal pricing: Some vendors lock favorable rates for year one and increase significantly at renewal. Ask for multi-year pricing up front.

Implementation fees: Some platforms charge for onboarding, training, or custom integration work on top of subscription fees.

Frequently Asked Questions

Which enterprise AI platforms have transparent per-user pricing? Coworker AI ($30/user/month), Amazon Q Business ($20/user/month Pro, $3/user/month Lite), Notion AI ($10/member/month), Google Gemini for Workspace ($20/user/month add-on), and ChatGPT Teams ($25/user/month) all publish clear pricing. Microsoft 365 Copilot publishes $30/user/month but requires existing M365 licenses. Glean, Moveworks, and Gong require custom quotes.

What is a cheaper alternative to Glean for enterprise AI? Amazon Q Business at $20/user/month is the most direct alternative with published pricing, strong connector library, and enterprise security. Coworker AI at $30/user/month adds workflow execution and organizational memory on top of search. GoSearch positions itself explicitly as a more affordable Glean alternative, though pricing requires contacting sales. All three offer core enterprise search capabilities at significantly lower cost than Glean's median $97.5K/year contract.

Is Glean worth the price? Glean is worth the price for large organizations (500+ users) where enterprise search quality is the primary need and budget supports $97.5K+ annually. For smaller teams or organizations that need AI to also execute workflows, the ROI calculation is harder. At $25-40/user/month, Glean competes directly with platforms that include workflow execution features. A 48-hour POC with an alternative platform can help validate whether simpler options meet your needs.

How do you budget for enterprise AI? Start with total cost of ownership: subscription price per user multiplied by seat count, plus any implementation fees, overage costs, or required prerequisite licenses. Then calculate expected ROI: time saved per user per day multiplied by hourly cost. A $30/user/month tool that saves 30 minutes per day pays for itself in about 3 days of productivity gain at typical enterprise hourly rates.

What is the most affordable enterprise AI platform? Amazon Q Business Lite at $3/user/month is the lowest published price for an enterprise AI assistant. For a more complete platform with organizational memory and workflow execution, Coworker AI at $30/user/month provides the most capability per dollar among platforms with transparent pricing. Notion AI at $10/member/month is the lowest cost if your team is already in Notion.