Enterprise AI Pricing Compared: No Hidden Costs, No Surprises

Enterprise AI pricing in 2026 runs from about $3 to over $100 per user per month. Microsoft 365 Copilot is $30 per user per month on top of Microsoft 365, ChatGPT Business is $20, Gemini Enterprise starts at $21, and Glean is quote-only with a Vendr buyer median of about $98,890 a year. The biggest hidden costs are prerequisite licenses, usage credits, seat minimums and onboarding fees.

Some of the most expensive platforms are the least transparent about what you actually pay. This guide breaks down actual pricing across the major platforms, updated October 14, 2026, and shows how to compare them on cost per task rather than sticker price.

How do I measure AI cost per task across Glean, Copilot and ChatGPT Enterprise?

Measure AI cost per task by adding every cost line for each tool (seats, usage credits, token spend and onboarding) and dividing by the tasks people actually completed with it in the same month, per team. Seat-priced tools like Glean, Copilot and ChatGPT Enterprise look cheaper as usage rises, so track completed tasks, not logins. Coworker measures cost per session the same way in its benchmarks.

What are cheaper ways to give employees AI that knows company context?

The cheapest path is usually to keep the assistant your team already uses and add a context layer rather than buying another seat-priced assistant. Coworker is a context layer for enterprise AI: it connects 50+ work tools, builds a permission-aware company graph (OM2) and runs agents that act across them, inside Coworker or Claude, ChatGPT and Cursor via Coworker MCP. Its Optimized default runs on the best open-weight model for the cost. In Coworker's published benchmark, Claude with OM2 cut token cost by 89.1% on retrieval-heavy tasks (a statistically significant result comparing Coworker MCP with Claude's native tooling), and by 51x with OM2 plus model routing.

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Most enterprise AI vendors do not publish prices.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 use. For buyers, this means:

• You cannot compare options without sitting through multiple sales processes
• Two companies of the same size can pay very different prices for the same product

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)

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

Amazon Q Business publishes its prices. The Pro tier at $20 per user per month includes the full assistant, Amazon Q Apps and Amazon Q in QuickSight; Lite at $3 per user per month covers permission-aware Q&A. AWS now extends Q Business with Amazon Quick, at $20 (Professional) or $40 (Enterprise) per user per month.

What you actually get: an AI assistant and search grounded in your connected data sources, with permission-aware answers and integrations in Slack, Outlook, Word and Teams.

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

Notion AI, included in Business and Enterprise plans

Notion AI is part of Notion's Business and Enterprise plans. It adds writing, summarization and Q&A across your Notion workspace, and its Enterprise Search covers connected apps such as Slack, Google Drive, Jira and GitHub.

What you actually get: AI inside Notion plus search across connected apps. Excellent for documentation-heavy teams already on Notion.

Hidden costs: the full Notion plan per seat, since AI comes with Business and Enterprise rather than as a cheap add-on.

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

The published Copilot price is $30 per user per month, paid yearly, but it is an add-on to a qualifying Microsoft 365 plan. After Microsoft's July 1, 2026 base-suite increases, the all-in cost is about $69 per seat on E3 and $90 on E5. Microsoft 365 Copilot Business for smaller companies lists at $21 per user per month.

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

Hidden costs: the Microsoft 365 license requirement, Copilot Studio credits for custom agents ($200 per 25,000-credit pack per month), and Copilot Cowork usage billed in Copilot Credits at $0.01 per credit.

ChatGPT Business, $20/user/month (billed annually)

ChatGPT Business, formerly Team, is $20 per user per month billed annually or $25 monthly, after OpenAI's April 2026 price cut. ChatGPT Enterprise is quote-only, with buyer reports clustering around $45 to $75 per user.

What you actually get: a strong general-purpose assistant, plus company knowledge from connected apps such as Slack, Google Drive, SharePoint, GitHub and HubSpot.

Hidden costs: Enterprise pricing and minimums apply at larger seat counts, and deeper integrations may need admin setup or development.

Google Gemini, included in Workspace; Gemini Enterprise from $21/seat/month

Google discontinued the separate Gemini add-ons in 2025 and bundled Gemini into Workspace plans. Gemini Enterprise, the standalone agent platform, starts at $21 per seat per month (Business) and $30 for Standard, both billed yearly.

What you actually get: AI across Gmail, Docs, Sheets, Meet and Drive, and in Gemini Enterprise, agents with connectors to Slack, Jira, Confluence, Salesforce and HubSpot.

Hidden costs: Gemini Enterprise is a separate subscription from Workspace, and usage limits on the Business tier push heavy users to Standard.

Custom Pricing (Budget Unknown Until You Talk to Sales)

Glean

Glean does not publish prices. Based on Vendr data from 174 purchases, the median contract is $98,890 a year, ranging from $29,880 to $208,897. Forrester's Glean-commissioned study modeled $40 per user per month for a 10,000-employee company. See our Glean pricing breakdown.

What you actually get: strong enterprise search across 250+ connectors, a knowledge graph, personalization and agents that can take actions.

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, or teams where a six-figure contract is hard to justify for the use case.

Moveworks

Moveworks, part of ServiceNow since December 2025, focuses on IT service and HR automation. Pricing is quote-only; buyer-reported contracts often run $50,000 to $130,000 or more a year.

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

Coworker pricing is tailored to your team, so book a demo for a quote. Its cost lever is lower cost per task, through the OM2 company graph and open-weight models by default.

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.

License price is only part of the bill. Token and context costs grow with usage, and these AI cost optimization levers show where to cut them without losing quality.

Frequently asked questions

Which enterprise AI platforms have transparent per-user pricing?

Amazon Q Business ($20 Pro, $3 Lite), ChatGPT Business ($20 billed annually), Gemini Enterprise (from $21 per seat) and Microsoft 365 Copilot ($30 on top of Microsoft 365) publish prices. Glean, ChatGPT Enterprise, Moveworks and Gong are quote-only.

What is a cheaper alternative to Glean for enterprise AI?

Coworker is the alternative built to lower cost per task: it connects 50+ tools into a permission-aware company graph, runs on open-weight models by default and works inside Claude and ChatGPT via MCP. On sticker price, Amazon Q Business ($20) and Gemini Enterprise ($21) publish per-seat rates well under Glean's median contract.

Is Glean worth the price?

For large organizations where search across many tools is the main need and most employees will use it weekly, often yes. For smaller teams, or teams that want AI to act across tools at a lower cost per task, compare it with a 48-hour proof of concept on an alternative such as Coworker.

How do you budget for enterprise AI?

Start with total cost of ownership: price per user times seats, plus prerequisite licenses, usage credits, implementation fees and the renewal increase. Then track cost per completed task each month, since that is the number that shows whether usage is paying off.

What is the most affordable enterprise AI platform?

Amazon Q Business Lite at $3 per user per month is the lowest published price for an enterprise AI assistant. For the lowest cost per task with company context and agents, Coworker runs on the best open-weight model for the cost by default and works inside the AI tools your team already has.

Current flagship API pricing, verified 2026-07-06

• OpenAI GPT-5.5: $5.00 per million input tokens, $30.00 per million output tokens (OpenAI Platform pricing docs).
• Anthropic Claude Opus 4.8: $5 per million input tokens, $25 per million output tokens (Anthropic Platform Docs).
• Google Gemini 3.1 Pro Preview: $2.00-$4.00 per million input tokens depending on context length, $12.00-$18.00 per million output tokens (Google AI for Developers pricing page).
• DeepSeek-V4-Pro: $0.435 per million input tokens, $0.87 per million output tokens, roughly 11-12x cheaper than the Western flagships above on input (DeepSeek API Docs).
• Enterprise buyers are increasingly choosing per-seat platforms over raw API pricing specifically to avoid this spread: Salesforce Agentforce alone now runs three concurrent pricing models ($2/conversation, $500 per 100K Flex Credits, or $125/user/month per-user licensing) because usage-based agentic pricing has proven hard for buyers to predict in advance.

Vendor-by-vendor pricing deep dives

For the full verified breakdown of any platform in this comparison, each vendor has its own deep dive:

• The Enterprise AI Price Index (Q3 2026): the quarterly master table
• ChatGPT Enterprise pricing
• Gemini enterprise pricing
• Perplexity enterprise pricing
• Zendesk AI pricing
• Aisera pricing
• Kore.ai pricing
• Microsoft Copilot enterprise pricing
• Salesforce Agentforce pricing
• Glean pricing
• Moveworks pricing
• Guru pricing
• Intercom Fin pricing
• n8n pricing
• DeepSeek API pricing
• Windsurf pricing
• Workato pricing

Related: Relevance AI pricing, updated for 2026.

Buyers increasingly research inside AI answers rather than on vendor sites. See our zero-click search study.