World Language Conversation Training at Innovation

This application is for our world language teachers. The Directed Conversation is a training and evaluation tool for world language courses for conversational fluency. Notably, readers may recognize this format as that used in the AP French exam.

Innovation has two apps of note here. One is the generator, the other is the app to conduct a directed conversation.

The Generator

The generator lets teachers create, with optional assist from AI, a directed conversation at the level they need for their students. Innovation uses the “Common European Framework of Reference for Languages” (CEFR)) standard to define linguistic competence at various levels. The CEFR is widely used to assess and compare the language proficiency of learners across different languages and educational systems. To run the generator, teachers complete the basic form:

Once set, teachers can use the AI integration to generate a conversation according to the criteria they set. Once checking and editing, teachers can save the task to use with students.

Conversation Levels in Our App: What They Look Like

🌱 A Level – Beginner (Student-Directed Conversations)

  • Conversations are simple and highly structured.
  • The instructor’s lines are fully written out in the target language, like a script.
  • The student sees step-by-step English instructions for what to do (e.g., “Ask for a drink”), but they are not given exact words to say.
  • Focus: The student practices basic survival phrases and predictable interactions, like ordering food or asking for directions.
  • Example format:
    • Student – Ask for a table for two.
    • Instructor – Bien sûr, par ici.

🔹 B Level – Intermediate (Improvised, Goal-Based Conversations)

At this level, conversations are more flexible and involve guided improvisation.

There are two conversation types:

  • Instructor Starts:
    The instructor follows prompts written in the target language to improvise their parts.
    The student’s tasks remain in English as communicative goals (e.g., “Ask the price”).
  • Student Starts:
    The student leads the conversation by following English prompts (e.g., “Explain your travel plans”).
    The instructor follows prompts in the target language to guide the conversation, but now both participants are improvising.
  • Focus: Building the ability to navigate everyday situations and handle less predictable responses.

🔸 C Level – Advanced (Fully Improvised, High-Level Conversations)

These conversations are complex, nuanced, and resemble real-life discussions.

There are two conversation types:

  • Instructor Starts:
    Both student and instructor follow target-language prompts (e.g., “Express surprise”, “Invite the other person to develop an idea”).
    No English is used in the conversation setup.
  • Student Starts:
    The student leads using target-language prompts to achieve communicative goals.
    The instructor follows improvisation cues also written in the target language.
  • Focus: Encouraging spontaneous, natural conversation with sophisticated language, similar to what’s expected in AP-level or advanced real-world exchanges.

The directed conversation app can be used with one or a group of students. This app has many tools to facilitate either interaction, presumably over a video conferencing app.

  • As students complete their turn, the teacher can mark the line complete so that both can keep track of where they are in conversation.
  • If it is an assessment, the teacher can score the student’s turn.
  • If it is a practice and teachers enter new words or phrases that students request into the “useful words” text field, it is possible to make flashcards practice right away.
  • If it is a class, students can be sent a join link and can be prompted to record something of what they hear in their classmates’ response.

Give our directed conversation (conversations dirigée) app a try today!

Structured AI Chat at Innovation

Innovation is proud to introduce its newest learning tool: structured AI chat.

We created this feature to empower students to practice conversations and engage with course material outside of class time. Although originally designed for world language learners, our AI chat works beautifully across disciplines, making it a versatile resource for content-based courses as well.

At Innovation, we believe technology should enhance learning in structured, meaningful ways. We call our applications “21st-century learning spaces“—they’re carefully designed to meet educational best practices and support student growth.

Teachers have two powerful ways to use AI chat: hosted or hostless.

The AI’s responses follow strict, teacher-defined parameters.

Hosted Chat: This mirrors Innovation’s original synchronous chat app where teachers facilitated real-time conversations between students. The key difference? Now, students can be paired with AI personas instead of classmates.

Hostless Chat: These are independent, self-paced chat assignments that students can complete on their own. But they’re not free-for-alls—the guardrails are still firmly in place:

The chat transcript is automatically recorded.

Students have a limited number of turns with the AI.

When teachers set up a chat, they set the boundaries of the conversation by limiting its length and defining the AI persona’s role.

Students are always responsible to start the conversation. When the chat starts, the assignment is clear and the AI’s interaction protocols are clearly stated.

The AI persona will keep the student on track even if they attempt to distract it with irrelevant questions.

Here, the student tried to distract by asking about sports and the AI brought the discussion back to task.

Once completed, Innovation provides an app to evaluate the quality of the student’s interactions in the chat.

This summer, I will add an AI grading assistant to help assess student work in a chat.

While this was initially envisioned for language students, its use in teaching content became clear. In this example, we set up these parameters for the AI persona:

By the way, teachers can optionally include “accessories” such as a PDF article or a video for students to review before discussion.

Here is how our chat with the Ai started for a critical discussion of the causes of the French revolution.

Our sample conversation went on like this:

Ever true to the parameters set for it, the AI persists in challenging the student to think more deeply and clearly define their points.

The AI chat feature at Innovation has great potential to enrich assignments and promote critical thinking in content courses and linguistic fluency in language classes. Try it out!

AI Tokens

Users may have noted the new AI Dashboard in their control panel at Innovation and the new pricing tiers that reference “AI tokens”. What are AI tokens and what can you do with them?

Innovation is integrating AI into every one of its applications now. It is not only a place to teach and learn, it is now a place to create high quality resources to support teaching and learning!

Subscribers to Innovation now have a certain allotment of tokens per month. A “token” is a fundamental unit of text that large language models (LLMs) use to process and generate language. It can be a word, a part of a word, or even a punctuation mark. When you interact with an AI model, your input (prompts) and the model’s output (responses) are broken down into tokens. The cost of using AI services is directly tied to the number of tokens processed. Generally, the more tokens used, the higher the cost. Because Innovation pays per token used via OpenAI, your monthly token allotment is designed to balance value and cost in a fair, transparent way.

During development, I maintained a logging script to see how many tokens I used to complete the various tasks. Unsurprisingly, essay grading is our most token-intensive task, averaging around 1881 tokens per interaction.
Vocabulary List Generation is the least token-intensive, consuming significantly fewer tokens.

Of course, token usage varies widely. Some teachers provide detailed outlines when asking the AI to generate tests or discussion prompts based on video or reading material. Others might use the AI heavily for grading essays or enabling student chat discussions. Your usage will shape how far your tokens go.

At the “pro” tier, you get 100,000 AI tokens / month. This resets every 30 days from the date you have a paid subscription. So what can you do with that? Well, based on my own usage (remember, I teach remotely part-time out of Innovation myself!) …

So, what does 100,000 AI tokens actually look like in practice for a teacher? Well, based on my own usage, it’s quite a lot of creative power at your fingertips! For example, you could grade around 53 essays (that’s right, those token-intensive ones!), or generate over 130 sets of test questions for your classes. Need a quick conversation starter for a foreign language class or a debate prompt? You could generate almost 180 conversations. And if you’re building vocabulary, you’re in luck – you could create an incredible 877 vocabulary lists with that many tokens! It really opens up a world of possibilities for creating high-quality teaching and learning resources.