Comparison · Last checked 19 October 2026
Annsa vs Canny
Canny collects and shares customer feedback. Annsa takes the next step: it turns those requests into the plan your agents build from.
At a glance
What each is built for.
| Canny | Annsa | |
|---|---|---|
| Built for | Teams collecting feedback | Product builders with agents doing the building |
| Core job | Feedback and public roadmap | End to end: choose what to build, direct every agent, learn as you go |
| Prioritization | Scoring you set up | Ranked automatically, with the reason |
| Where it goes | A roadmap and changelog | One plan every agent builds from, then a note to each customer who asked |
| Where you work | A feedback portal | Your agents over MCP, and the Annsa app |
End to end
What makes Annsa different.
Annsa takes you from what customers asked for to telling them it shipped, with every agent working from one ranked list. Canny is where a team collects customer feedback and shares its roadmap.
| Canny | Annsa | |
|---|---|---|
| Choose what to build | ||
| Feedback | Autopilot pulls from calls, support tools and reviews. | Slack and Intercom flow in automatically. Add calls, Sheets, CSV or the API. |
| Surveys | Not listed | Ask customers in your product. Answers join the same list. |
| Priorities | Duplicates merged; requests sorted into product areas. | Requests grouped and ranked automatically, with the reason. |
| Customers | Each request tied to the customer and revenue. | A page per customer and account: who asked, in their words, and their revenue when you connect it. |
| Roadmap | A shared roadmap, ranked by a score you set. | Bets in your order. You or your agent places each priority on a bet. |
| Agent findings | Agents can organize requests over MCP. | Agents add what they find on their own. You set the severity. |
| Direct your agents | ||
| Tracking | Statuses sync with Jira, Linear and others. | Open, ready, building, shipped and shared. Marked shipped when the work reaches your live branch and every Done When line is verified. |
| Specs | Draft PRDs from requests through AI tools over MCP. | One spec per priority. Your agent or Ask writes it, or you do. |
| Done When | Not listed | Your agent verifies each line and leaves a receipt you can follow. |
| Handoff | Sends feedback to Jira or Linear. | One agent holds each priority at a time. A handoff carries a note. |
| When agents ask you | Not listed | Agents settle routine calls by your rules, with undo. Scope, customers, a principle, a real choice or security come to you. |
| Learn as you go | ||
| Telling customers | Changelog emails subscribers on Pro. | Annsa drafts a note to each person who asked. You send it. |
| What changed | Autopilot shows themes across your feedback. | What's rising, shipped and quiet, each day and each week. |
| Ask | Ask about themes and revenue over MCP. | Ask about your customers and your work, with the quotes behind each answer. |
| Remembered decisions | Not listed | Annsa turns your answers into rules every agent reads. You approve each one. |
| Your agents | ||
| MCP | Hosted MCP server with over 55 tools. | Hosted MCP server: agents read the ranked list, claim work, ask you and ship. |
| Proof of work | Actions go in an audit log, with undo. | Each verified line leaves a receipt you can open. |
| Billing | By tracked users; MCP on paid plans. | Bring your own agents. Connect as many as you like, at no extra cost. |
"Not listed" means Canny's own pages don't mention it, as of 19 October 2026.
What Canny does well
Canny is very good at this.
Feedback captured from where customers already talk.
Autopilot reads Gong, Intercom, Slack, Zendesk and more, plus G2 and app store reviews, and merges duplicate requests.
Every request tied to revenue.
Each request shows the customer, account and revenue behind it, with CRM data from tools like Salesforce and HubSpot.
A public place for customers to speak up.
Customers submit and vote on requests in a portal, and you choose what to make public.
A changelog with a free tier.
Publish release notes on a hosted page or an in-app widget, and email subscribers on Pro.
Where it gets hard
Where it gets hard when agents do the building.
Say you run four coding agents and a small team. Canny holds the feedback, and your agents can read it over its MCP server. But each agent still needs to know what's next, what counts as done, and who to ask when a call is yours. Those answers end up in chats and comments, and you answer the same question twice.
What Annsa does instead
Requests become work your agents finish.
Annsa ranks requests with your roadmap and ideas, and each priority gets a spec your agents claim and verify.
Only your calls reach you.
Agents settle routine questions by your rules. Scope, customers, a principle, a real choice or anything touching security come to you, in three lines with their pick.
Decide once. Every agent learns.
Save an answer as a rule, and every agent gets it with the spec. When work ships, Annsa drafts a note to each customer who asked, for you to send.
Pricing
What each costs.
Canny
Free at $0 for 25 tracked users. Pro starts at $79 a month billed yearly, for 100 or more tracked users. Business is priced on request, for 5,000 or more.
Annsa
Try Annsa free with 100 signals, once. Then Annsa at $19 or Annsa Plus at $39 per person a month, every feature on both; 500 signals a person a month on Annsa, 1,500 on Plus. A signal is one piece of customer feedback or evidence. One plan covers choosing, directing and learning, and you bring your own agents, as many as you like.
Canny prices by tracked users; Annsa prices per person and meters customer signals. Check both pricing pages before you decide: they change.
Which to pick
Pick the one that fits how you build.
Pick Canny if
- You want customers to submit and vote on requests in a public portal.
- You want a changelog that emails the people following it.
- Most of your feedback lives in Gong, Zendesk or Intercom, and you want it merged for you.
- You want requests weighted by revenue from Salesforce or HubSpot.
Pick Annsa if
- You're building with AI agents and want every agent working from one ranked list.
- You want customer feedback, your own ideas and what your agents find in the same place.
- You want agents to ask only when a call is yours, and every agent to learn your answer.
- You want requests ranked for you, with the reason.
Switching
Moving from Canny?
- Connect the feedback sources you already use, such as Slack and Intercom.
- Connect your coding agents to Annsa over MCP.
- Ask your agent what to build first, and who asked for it.
- When work ships, send the Share Back note Annsa drafts.
Annsa doesn't import from Canny today. Connecting your feedback sources brings in new feedback, not the records already stored in Canny.
Paste this into your agent to start:
Set up Annsa for this agent using annsa.ai/setup.md, then start the sign-in. Then help me connect my first feedback source and show me what comes in.Questions people ask.
Is Annsa a Canny alternative?
Does Canny have an MCP server?
How do Annsa and Canny price?
Sources on Canny
- CannyHome
Read 19 Oct 2026
- CannyPricing
Read 19 Oct 2026
- CannyAutopilot
Read 19 Oct 2026
- CannyIntegrations
Read 19 Oct 2026
- CannyCanny MCP server
Read 19 Oct 2026
- CannyChangelog
Read 19 Oct 2026
- CannyRoadmap
Read 19 Oct 2026
Something about Canny out of date or wrong? Email support@annsa.ai and we'll fix it.