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Canonn R1

The LLM that answers only from your documents

Frontier models quietly overrule the documents you feed them. Canonn R1 is a 9B model trained so your context wins: 91.8% on FaithEval-counterfactual vs 73.6% for Claude Opus 5. It answers from the passage, or says it is not there. OpenAI-compatible API.

Top comment

Hi Product Hunt - Roy here, I make Canonn. Canonn started from a failure I could not prompt my way out of. You update a policy, paste the new version into the system prompt, ask the obvious question, and the model answers with the old rule it memorised in training. The correct text is right there in the context. It still loses to the prior. Every "ONLY use the provided context!!!" rulebook I wrote worked in a clean test and fell apart in production, where that rule is one of twelve in a 552-word support prompt. So we stopped writing rulebooks and trained faithfulness into the weights. Canonn R1 is a 9B model with four disciplines: Ground (answer from the data), Extract (pull the exact value), Abstain (say when it is not there), Cite (point at the passage).

About Canonn R1 on Product Hunt

“The LLM that answers only from your documents”

Canonn R1 was submitted on Product Hunt and earned 7 upvotes and 1 comments, placing #51 on the daily leaderboard. Frontier models quietly overrule the documents you feed them. Canonn R1 is a 9B model trained so your context wins: 91.8% on FaithEval-counterfactual vs 73.6% for Claude Opus 5. It answers from the passage, or says it is not there. OpenAI-compatible API.

On the analytics side, Canonn R1 competes within API, Developer Tools and Artificial Intelligence — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Canonn R1 performed against the three products that launched closest to it on the same day.

Who hunted Canonn R1?

Canonn R1 was hunted by Roy Nativ. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

For a complete overview of Canonn R1 including community comment highlights and product details, visit the product overview.