Suggestion: AI-powered vocabulary practice to improve active recall and real-world usage

Anki Suggestions
1

Anki is excellent for helping learners memorize vocabulary through spaced repetition. However, I think there is another important part of language learning that could complement this process: being able to actively recall and use the words we have already learned.

For example, someone learning English may successfully remember a word during a review session, recognize its meaning, and avoid forgetting it. But when reading a paragraph, writing a sentence, or trying to express an idea, they may struggle to recall that same word or choose the most appropriate one.

This is because remembering a word and actually using it in context are two different challenges.

Many English learners also improve their vocabulary through reading paragraphs, understanding context, and applying new words in practice. I think Anki could offer an additional way to support this learning process alongside its existing spaced repetition system.

Solution

I would like to suggest an optional AI-powered vocabulary practice feature that uses words the user has already studied in Anki.

Instead of replacing traditional reviews, this feature would complement them with contextual and practical exercises.

The idea is to provide three types of practice:

  1. Contextual Reading: Generate short paragraphs using words from the user’s studied vocabulary. This helps learners recognize and understand words in different contexts.

  2. Active Recall: Generate questions that encourage learners to answer using a specific studied word. The AI can provide hints when needed, helping learners retrieve words instead of simply recognizing them.

  3. Word Choice Practice: Present sentences where a studied word is not the most appropriate choice, then ask the learner to select a better alternative from their previously studied vocabulary.

  4. Ask Anything: the user can ask about words in anyway that might help him.

The goal is to help learners move beyond memorizing definitions and become more comfortable recalling and applying vocabulary naturally.

Alternatives

Traditional flashcard reviews are still essential, and I don’t suggest replacing them.

Other ways to practice vocabulary include reading external materials, writing sentences, and using separate language-learning applications. However, these approaches are often disconnected from the vocabulary a learner has already studied in Anki.

Integrating this practice into Anki could make it easier to apply previously learned words without manually preparing exercises or moving between different applications.

The AI component could remain optional and require the user to configure their preferred AI service.

I’d be interested to hear what the community thinks about this idea, whether such a feature would fit Anki’s philosophy, and whether there are concerns or alternative approaches worth considering.

2

This is all far beyond the scope of Anki and spaced-repetition studying.

There are plenty of tools out there, including at least a hundred (and probably hundreds, at this point) of add-ons that will let you use AI/LLMs/chat-bots with your Anki collection. [Of wildly varying or dubious quality, so not a path I’d recommend for anyone.] None of that needs to be integrated into Anki.

3

If it’s not mandatory, why not implement it as an add-on? Give it a try and show us what kind of different things might emerge from that.

This feels more like interacting with an AI—why should this be in Anki?

Don’t get me wrong—I’m not against it; I actually appreciate diverse approaches, and some people even enjoy these types of “games.” But if we look at the core purpose of Anki—spaced repetition of flashcards containing minimal information—it’s designed to identify the gaps in your knowledge and surface that material more frequently. In other words, there’s a distinction between learning something new and reviewing what you’ve already learned. Anki is excellent for the latter, but the learning process itself can take many forms—which is exactly what you described. My own flashcards include quick links: shortcuts to ask an AI a question, generate an exercise, access a translation tool, or even jump directly to the textbook page the card is based on. However, I don’t embed all of this into Anki itself, because that falls under “deep learning,” and Anki should remain focused—without unnecessary clutter. I understand your desire for an AI that can analyze what you’re studying; eventually, I believe we’ll see AIs that know everything about us, guide us over the course of years, and curate our learning materials for us. Where Anki will fit into that future, I’m not sure. Not long ago, no one could have imagined AIs as sophisticated as the ones we have today. In about 10 years—when 128 GB of RAM is the bare minimum for a computer and specialized AI hardware has become standard—this will likely be an everyday reality. At that point, your local computer will serve as both your conversation partner and your teacher, and your personal data will remain private—beyond the reach of intelligence agencies.

But for now, let’s start with something simple. We could implement just one feature and see how useful it proves to be and what kind of feedback it gets from others.

4

There are existing addons that possible already implement some of your ideas:

5

Thanks for the thoughtful feedback. I understand your point about keeping Anki focused on spaced repetition, and I agree that this kind of feature doesn’t necessarily need to be part of Anki’s core.

One thing I’d like to clarify about the idea is that it’s not intended to be a general-purpose AI chatbot. The main goal is to use the vocabulary a user has already studied in Anki to generate targeted exercises that help them recall and use those specific words in context.

For example, a user might recognize a word during reviews but still struggle to recall or use it naturally when writing or speaking. The feature aims to bridge that gap using their existing vocabulary, rather than introducing unrelated content.

Thanks again for the suggestion!

6

BTW The Anki Addons Catalog has a filter that shows addons that utilize AI (as part of their functionality, not as a development tool): browse