Qabit
Free plan · From $29/mo
not read yet
Use
- For
- Developers adding response-quality ratings to AI features in their apps
- Price
- Free plan · From $29/mopricing page, read Oct 23, 2026
- Used for
- Score chatbot and agent outputs against a fixed rubric
- Collect end-user ratings on in-app AI replies
- Compare response quality across features over time
- Launched on Product Hunt on Jun 29, 2026Product Hunt ↗
Free plan · From $29/mo
Figure and bar: visits/mo, estimate · year: online since
- #1
ObrisMCP · sign-in
Stores your team's documents as topics that AI tools read as files or via MCP, syncing from Notion and Google Drive.
71ActiveFrom $6/user/mo - #2
GnosariMCP · sign-in
Asks form questions in a chat on your site or a shared link, sending typed answers to Zapier, Make, n8n or a CRM.
12ActiveFree plan - #3
BaseThreadMCP · sign-in
Syncs a team's decisions, tasks and project context between each member's local AI tools through a cloud graph that every tool reads and writes.
5ActiveFrom $5/user/mo - #4
CommentaryMCP · sign-in
Returns structured human decisions to AI agents, rendering their plans and documents as reviewable artifacts with threaded comments.
4Active - #5
Team0MCP · sign-in
Builds one shared record of your email, calendar and documents that connected AI agents read, with separate access controls for each agent.
3ActiveFrom $99/mo - #6
CampaignStackMCP · sign-in
Sends personalised LinkedIn and email outreach, scores replies to shift lead weight, and books meetings across client accounts.
2ActiveFrom $299/mo
Not it? Say what you need
betaThree tools from the Atlas for the job you describe, each with what fits and what does not.
No notes yet. What do you use Qabit for?
Sign in to leave a noteWhat is Qabit?
Drop-in rating form that collects structured 1-5 rubric scores on every AI response and stores them for comparison. It is listed in the Atlas under Productivity.
Who is Qabit for?
Developers adding response-quality ratings to AI features in their apps
How much does Qabit cost?
Qabit has a free plan; paid plans start at $29/mo, per its pricing page on 2026-10-23.
Is Qabit free?
Yes, Qabit has a free plan, per its pricing page on 2026-10-23.
Do people use Qabit?
Emerging.
What are alternatives to Qabit?
In Productivity, by use: Obris, Gnosari, BaseThread, Commentary, Team0, CampaignStack.
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