For online schools and language educators

Understand every student's true French level, continuously.

An independent CEFR benchmarking and progress-tracking layer for schools — not a conversational practice app.

The AI proposes. The teacher decides.

No curriculum changes · Works with your existing student data

CM

Camille Moreau

Cohort · Intermediate · FR-204

Live

Current CEFR

A2

Trajectory

Progressing → B1

A1A2B1B2C1
Pronunciation

B1

Vocabulary

B1

Grammar

A2

Fluency

A2+

Key insight

Strong vocabulary range, but recurring errors in past tense (passé composé).

Benchmark vs. CEFR A2

Camille Moreau · Last 30 days

ActualA2 expected
PronunciationResponse timeSentence complexityVocabulary rangeGrammar

Insight

Performs at A2, but demonstrates B1-level sentence structure.

Trusted by language programs at

CambriLearnLycée NumériqueÉcole ConnectInstitut PolyglotteAcadémie Lumière
The problem

Language learning is still measured the wrong way.

Most schools rely on static tests and occasional assignments. Performance varies depending on the day, stress, or topic — and a single score rarely reflects a student's real level.

Between assessments, teachers operate with limited visibility. Learning gaps form quietly, and by the time they surface, students are already misplaced or disengaged.

Introducing new tests or restructuring the curriculum to fix this creates friction with educators, parents, and platforms — and is rarely worth the disruption.

1 test

every 6–12 weeks

<10%

real-time visibility

Months

to detect drift

The solution

A continuous intelligence layer, without changing how you teach.

FluencyAI sits on top of your existing systems and analyses the data your students already produce — no new tests, no curriculum redesign.

Student recordings

Speaking exercises and oral submissions are analysed for pronunciation, fluency, and hesitation patterns.

Written assignments

Essays and short responses are evaluated for grammar accuracy, vocabulary range, and complexity.

Test responses

Existing tests and quizzes feed into the model to track trajectory across CEFR levels.

Product · Primary

AI French Level Assessment.

Students continue their normal learning activities. The platform evaluates performance across four dimensions and maps each student dynamically to CEFR levels — A1 through C1 — updated continuously.

Fluency
Grammar accuracy
Vocabulary richness
Pronunciation

Student is currently A2, progressing toward B1.

Strong vocabulary, but weak past tense usage.

CM

Camille Moreau

Cohort · Intermediate · FR-204

Live

Current CEFR

A2

Trajectory

Progressing → B1

A1A2B1B2C1
Pronunciation

B1

Vocabulary

B1

Grammar

A2

Fluency

A2+

Key insight

Strong vocabulary range, but recurring errors in past tense (passé composé).

Core innovation

Performance Benchmarking Engine.

FluencyAI compares each student's real performance against expected CEFR benchmarks — defining how students at each level should actually perform across multiple linguistic dimensions.

  • Pronunciation patterns
  • Response time and hesitation
  • Sentence complexity
  • Vocabulary range

Example insight

"Student performs at A2 level, but demonstrates B1-level sentence structure."

Benchmark vs. CEFR A2

Camille Moreau · Last 30 days

ActualA2 expected
PronunciationResponse timeSentence complexityVocabulary rangeGrammar

Insight

Performs at A2, but demonstrates B1-level sentence structure.

Product · Secondary

AI Learning Gap Detection.

The platform identifies recurring mistakes and learning gaps over time, surfacing patterns that would otherwise stay invisible between formal assessments.

Detected patterns · last 14 days3 active
  • Frequent errors in verb conjugation (passé composé)

    Grammar
    17×
  • Limited sentence complexity in written responses

    Syntax
    12×
  • Repeated reliance on basic adjectives

    Vocabulary
    9×
How it works

Five steps. Zero curriculum disruption.

  1. 01

    Students continue their normal coursework

    No new tests, no behaviour change required.

  2. 02

    The platform analyses existing recordings, assignments, and test responses

    Connect once via API or LMS integration.

  3. 03

    AI evaluates performance continuously

    Across pronunciation, grammar, vocabulary, and fluency.

  4. 04

    Teachers receive structured insights and level tracking

    Delivered through a dashboard or weekly digest.

  5. 05

    Students are grouped and supported more effectively

    Cohort placement and intervention become data-driven.

Implementation

How to use FluencyAI in your school.

FluencyAI is designed to work with your existing teaching methods. Whether you run a fully online program or a traditional classroom, the platform integrates seamlessly without requiring changes to your curriculum. Schools can choose from multiple simple implementation approaches depending on their setup.

Flexible implementation options

Pick the approach that fits your environment — or combine several.

Continuous Analysis (Online Schools)

Uses existing recordings, assignments, and test responses. Fully passive — no additional work required.

Weekly Speaking Checkpoint

Students submit a short 30–60 second spoken response. Can be done in class or at home.

Audio Homework Integration

Add one short speaking task to weekly homework. No classroom disruption.

Oral Exam & Presentation Analysis

Record existing oral exams or presentations. AI provides structured evaluation and benchmarking.

For online schools

  • Uses existing student data
  • Continuous automatic assessment
  • Real-time CEFR level tracking
  • No workflow changes required

“Zero disruption, continuous insight.”

For classrooms and traditional schools

  • Simple weekly speaking tasks
  • Flexible integration into lessons or homework
  • Works with existing teaching structure
  • No need for constant recording

“Minimal effort, powerful visibility.”

What this looks like in practice

A teacher asks students to record a short response to a question in French. The platform analyses fluency, grammar, vocabulary, and pronunciation, and updates each student’s level automatically.

Why FluencyAI

Built for modern schools.

No changes to curriculum or testing

Drop-in intelligence layer for your existing programs.

Continuous, objective assessment

Replace point-in-time scores with a living level signal.

Better student placement and grouping

Cohorts informed by real data, not approximations.

Early detection of learning gaps

Surface patterns weeks before traditional reviews would.

Reduced teacher workload

Structured insights replace hours of manual evaluation.

Data-driven teaching approach

Move from intuition to evidence at the program level.

Teacher dashboard

The whole cohort, at a glance.

Each student's level, trajectory, strengths, and benchmark gap — updated as they learn.

FR-204 · Intermediate cohort

· 24 students

Updated 2 min ago

StudentLevelProgress to nextStrengthWeakness30d
CM
Camille Moreau
A2 B1
62%
VocabularyPast tense+8
LB
Liam Bennett
B1 B2
38%
GrammarPronunciation+3
AD
Aïcha Diallo
B2 C1
71%
FluencySubjunctive+12
NS
Noah Schmidt
A1 A2
84%
ListeningVocabulary+6
SR
Sofia Romero
B1 B2
22%
PronunciationArticles−2

Bring AI-powered intelligence to your language programs.

See how FluencyAI fits into your existing platform. We'll walk you through a sample cohort and tailor a pilot to your school.

Request a demo

30-minute walkthrough · No commitment