Key Takeaways (TL;DR)
- Claude Tag pricing: An existing Claude Teams or Enterprise plan is required. Claude Tag is an add-on fee based on usage (token) costs on top of your existing Claude Team or Enterprise seat cost.
- What Claude Tag does: Teams can tag Claude in Slack to delegate tasks, with access to channels, tools, and data configured by the organization.
- Best alternative depends on the job: Claude Tag fits Slack-based task delegation. GoSearch is designed for enterprise search and AI workflows across company systems, with integrations for both Slack and Microsoft Teams.
- GoSearch pricing: Its public pricing page lists Free at $0, Pro at $20 per user per month, and custom Enterprise pricing. An Enterprise Search tool with agents and workflows and an integration to Slack and Microsoft Teams.
- Compare total fit, not just price: Check seats, usage charges, connected sources, permissions, admin controls, and whether the tool works in the collaboration apps employees already use.
Claude Tag is described as a Slack-based way for teams to give Claude access to selected channels, tools, data, and codebases, then tag it to delegate tasks. Because the announcement does not specify a price or plan eligibility, teams should confirm current terms directly with Anthropic before budgeting.
If your team is evaluating alternatives, first decide whether you need an AI teammate inside Slack, or a platform for finding and acting on knowledge across multiple work systems. This guide compares the use cases and pricing information that can be verified, and explains where GoSearch fits.
What is Claude Tag?
Claude Tag is Anthropic’s Slack-first team experience for assigning work to Claude in channel conversations. Teams can give Claude access to selected Slack channels and connect it to tools, data, and codebases they choose. Anthropic announcement
The announcement establishes that Claude Tag works in Slack and describes its delegation model. It does not, on its own, establish a standalone product price, the plans that include it, or the details of every integration. Confirm those points in Anthropic’s current product and account documentation.
How much does Claude Tag cost?
Claude Tag has no flat fee or standalone per-seat price. First, you need a Claude Team or Claude Enterprise plan. Then Claude Tag is a usage-based token pricing model layered on top of your existing plan.
Because this is an added token-based model on top of your existing plan, it is important to understand how quickly your costs could scale with normal everyday usage.
Claude Tag alternatives compared
These products serve different needs. Claude Tag is Slack-centered; GoSearch focuses on enterprise search and AI workflows across connected systems, with built-in integrations not only in Slack but also in Microsoft Teams, offering flexibility and functionality similar to Claude Tag. The difference is that this functionality is included in the per-user-per-seat model GoSearch offers. The other entries below are categories or products teams may evaluate, not claims of feature parity.
| Product | Best for | Main use case | Pricing details |
| Claude Tag | Teams who are looking to delegate tasks to Slack inside the Slack app | Mention Claude in selected channels and assign tasks | Additional token usage cost on top of existing Claude Team or Enteprise plans |
| GoSearch | Team that needs enterprise search and AI workflows across the company with deep integrations with Slack and Microsoft Teams, offering similar functionality as Claude Tag | Search connected workplace tools, use AI answers, and build agents or workflows | Free at $0; Pro at $20 per user per month; Enterprise is contact sales |
| Gumloop | Teams building custom AI automations and workflows | Create and manage AI workflows and automations | Check current vendor pricing and usage terms |
| Microsoft CoPoilot | Centered around organizations using Microsoft 365 (Claude Tag does not work with Microsoft 365) | Used within Microsoft 365 apps and workflows | Check current license, add-on, and usage requirements |
| ChatGPT Enterprise | Organizations standardizing on OpenAI’s infrastructure | General-purpose AI for teams | Request current commercial terms |
GoSearch: Best for enterprise search and AI workflows across tools
GoSearch is an enterprise search and AI platform for finding and using knowledge across workplace systems. Its pricing page lists a Free tier and a Pro tier at $20 per user per month, with Enterprise available through sales. Enterprise includes access to workspace and personal connectors, configurable models, SSO/SAML/SCIM, advanced permissions settings, and audit logs with a deep Slack and Microsoft Teams integration.
This is a different use case from simply tagging an AI in Slack. GoSearch is worth evaluating when employees need to search across company sources, get AI answers grounded in organizational knowledge, or use agents and workflows beyond a single channel. GoSearch also supports Claude models alongside models from other providers, according to its published model update.
Choose GoSearch if the goal is to make knowledge discoverable across tools and give teams a place to use AI search, agents, and workflows. It can complement Claude rather than requiring an either-or decision.
Gumloop: Best for custom AI automations
Gumloop is an option for teams whose primary goal is to design AI automations. The key evaluation question is whether the team needs a workflow-building environment, rather than an assistant that responds to task requests in Slack.
Before comparing costs, check Gumloop’s current pricing, usage limits, and any credit or execution-based billing. Those terms determine whether a workflow-heavy use case is predictable at your expected volume.
Choose Gumloop if your team wants to build and manage custom AI workflows and has the capacity to maintain them.
Microsoft 365 Copilot: Best for Microsoft-centered work
Microsoft 365 Copilot may be a fit for organizations whose daily work is concentrated in Microsoft 365. Its value should be assessed against the Microsoft apps and workflows employees already use, as well as the licenses required for the intended experience.
Choose Microsoft 365 Copilot if Microsoft 365 is your primary work environment and you want AI integrated into that ecosystem. Confirm licensing, availability, and usage terms for your tenant before comparing total cost with Claude Tag.
ChatGPT Enterprise: Best for an OpenAI-centered AI workspace
ChatGPT Enterprise is worth evaluating when an organization wants a general-purpose AI workspace centered on OpenAI. It is not the same category as a Slack-based team agent or a dedicated enterprise search platform, so compare the products against the actual work employees need to complete.
Choose ChatGPT Enterprise if your organization is standardizing on OpenAI and wants an enterprise AI workspace. Request current pricing and verify seat, usage, connector, and admin terms directly with the vendor.
When should a team stay with Claude Tag?
Claude Tag may be the right choice when employees already collaborate in Slack and have a Claude Team or Enterprise plan and want to delegate tasks to Claude from selected channels. Anthropic’s announcement specifically describes that Slack-based workflow.
Stay with Claude Tag if it meets your team’s needs, Anthropic confirms the access and pricing terms, and its controls fit your organization’s requirements. Consider alternatives when the requirement expands to search across multiple workplace systems, compare AI models, or build repeatable workflows for teams outside Slack.
How to choose a Claude Tag alternative
Match the product to the job, not just the AI label:
- Choose Claude Tag if you want Claude to join selected Slack channels and take on delegated tasks.
- Choose GoSearch if you need enterprise search and AI workflows across connected systems, with public Free and Pro pricing and a sales-led Enterprise plan.
- Choose Gumloop if your main requirement is building custom AI automations.
- Choose Microsoft 365 Copilot if your organization works primarily in Microsoft 365.
- Choose ChatGPT Enterprise if your organization wants an enterprise AI workspace centered on OpenAI.
For each option, compare required seats, usage costs, integrations, permissions, admin controls, and the effort required to configure and maintain the system. For Claude Tag specifically, confirm eligibility and pricing with Anthropic because the announcement does not specify them.
About GoSearch
GoSearch is an enterprise search and AI platform that helps employees find company knowledge across connected workplace systems. Its product includes AI search and answers, agents, and workflows. The public pricing page lists Free at $0, Pro at $20 per user per month, and Enterprise pricing through its sales team.
GoSearch supports Claude models as part of a broader model ecosystem, so organizations can evaluate Claude within an enterprise search and workflow environment rather than limiting the choice to a Slack-based assistant. GoSearch
Explore GoSearch pricing and plans or compare GoSearch with Claude Enterprise.
Search across all your apps for instant AI answers with GoSearch
Schedule a demo
Frequently Asked Questions
To leverage Claude Tag, you need an existing Claude Team or Enterprise license. Then you will pay usage-based token costs on top of that to use Claude Tag, an integration with Slack that lets you get your questions answered directly there.
GoSearch is an option for teams that need enterprise search and AI workflows across connected company systems, rather than only a Slack-based assistant. Its public pricing page lists Free, Pro, and Enterprise plans.
GoSearch has published support for Anthropic Claude models in its model ecosystem. The specific models available can change, so check GoSearch’s current product documentation for the latest list.
Not necessarily. Claude Tag is designed around delegating work to Claude in Slack, while GoSearch focuses on enterprise search, AI answers, agents, and workflows across connected systems. Some organizations may evaluate GoSearch as a complementary platform rather than a direct replacement. GoSearch also has a direct integration with Slack that allows you to ask, answer, summarize, and act on company information directly in Slack (with a Microsoft Teams integration as well).
