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OpenTag
For teams: OpenTag is an AI coworker on Slack and Teams that understands your company context and handles real work so your team ships faster.
Built by Shelden Shi and Garry Tan
Freemium
Visit website → Upvotes · 178
OpenTag is a Product Hunt listing on Launch Llama with 178 total upvotes, founded by Shelden Shi and Garry Tan who joined in Aug 2026, compared against 6 alternatives.
Product Hunt listing
Listing status
178upvotes
Community score
Shelden Shi and Garry Tan (Joined Aug 2026)
Founder
Compared against 6 alternatives
Market comparison
Real numbers
90d
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Key Features
- Route tasks across eighty AI models automatically
- Detect repeating work and suggest automation
- Execute actions and integrations across connected tools
- Update wikis and documentation automatically from channel discussions
- Manage permissions and access scoped to individual users
About
OpenTag is an AI coworker that operates in Slack and Microsoft Teams, routing tasks to the best available AI model and returning results in-thread. It helps teams automate recurring work by suggesting tasks to take over after detecting repeating requests. OpenTag maintains company knowledge by automatically updating documentation when decisions change in channels.
Use Cases
- Teams automating recurring reports and data pulls without manual configuration
- Teams investigating issues and updating tools without leaving Slack
Pricing
Free trial includes $200 in credits. Team plan costs $50/month with 5,000 monthly credits plus 5,000 bonus credits that never expire. Enterprise plan available with custom pricing.
FAQ
What is OpenTag?
OpenTag is a model-agnostic AI teammate for Slack, and Microsoft Teams is coming soon too. Mention OpenTag in a thread, and the task is assigned to the best available model before the result returns to the same conversation.
How is OpenTag different from Claude Tag?
Claude Tag is tied to Claude. OpenTag routes work to whichever of more than 40 models suits the task, including Claude, GPT, Gemini, Grok, DeepSeek, Kimi, Qwen, Llama, and Mistral. It works in Slack today, with Microsoft Teams support coming soon, and OpenTag does not make money by selling you more model tokens.
Which models can OpenTag use?
Over 40. The frontier families (Claude, GPT, and Gemini) plus the open and efficient ones behind them, reached through Conifer's catalogue. New releases land in the routing without your team changing anything.
Where does the 70% saving come from?
Most tagged work does not need a frontier model. OpenTag routes each request to the cheapest model that can do the job, which targets up to a 70% cut in cost per tagged task against sending everything to a frontier model. It is a target rather than a customer average, and it moves with the mix of work your team tags.
How do I get started?
Sign up free at app.tryopentag.com/sign-up and connect your Slack workspace. If you would rather be walked through it, book a fifteen-minute intro call and we will connect it with you.
Do I have to choose a model?
No. OpenTag chooses the best model for each task using reliability, speed, capability, and cost. Your team uses one mention and does not need to keep up with every model release.
Where does OpenTag work?
OpenTag works in Slack today, and Microsoft Teams support is coming soon. Tag it in a channel, chat, or thread and the response comes back in context.
Can OpenTag take action, not just answer questions?
Yes. Depending on the tools your workspace connects, OpenTag can investigate issues, change code, create artifacts, and complete workflows while reporting progress in-thread.
Does OpenTag sell model tokens?
No. OpenTag is the routing and collaboration layer, not a model vendor. That means its incentive is to use the model that gets the task done well, quickly, and efficiently.
How long does setup take?
Minutes. Add OpenTag to Slack, invite it into the conversation where work happens, and tag it with your first task.
Founder Guides
Alternatives
- CoChat
For teams: CoChat is a secure, collaborative workspace where humans and AI agents work together with auto-audited connections, memory, and scheduled tasks.
- WorkClaw
For teams: WorkClaw adds customizable AI coworkers to Slack that collaborate 24/7 across your org, learning skills and accessing 3,000+ apps to automate workflows.
- MakersClaw
For teams: MakersClaw deploys AI employees into Slack, Teams, or Telegram that work 24/7 handling support, sales, and research so you reduce manual workload.
- Switch
For teams: Switch deploys AI agents directly into Slack, Teams, and Discord so your team collaborates with agents in existing channels instantly.
- Aident AI
For teams: Aident AI builds open-world automations in plain English across Discord, Slack, X, Shopify and 1000+ integrations, with real-time monitoring and approvals.
- getviktor.com
For teams: Viktor is an AI coworker in Slack that proactively executes tasks across 3,000+ tools, automating campaigns, reports, and code without losing context.
Ask AI
ChatGPT Claude Perplexity Grok
For agents
llms.txt · llms-full.txt · ai.txt · Live fact sheet · Full catalog (.md) · Endpoint index · API spec · REST access · Agent server · Server manifest · Server discovery