People in conversation
Research Briefing · Issue 01

AI speaking practice works.

The doubt is over. Randomized trials from Harvard, international meta-analyses, and 150+ peer-reviewed studies all land in the same place — and the case starts the moment you scroll.

TL;DR

2.1× better outcomes at 60–80% lower cost than traditional methods, with zero speaking anxiety.

Synthesis of research tracking 20,000+ learners, 2020–2025.

2.1×
Faster learning
vs. traditional classroom
60–80%
Cost savings
vs. traditional methods
Zero
Speaking anxiety
judgment-free practice
150+
Studies
peer-reviewed research
Deep dive

University research: AI vs. the classroom.

Randomized controlled trials from leading institutions show AI tutoring producing superior outcomes in measurably less time.

Harvard University
2.1×
vs. active classroom instruction

AI tutoring produces 2.1× learning gains

194 undergraduates in a randomized controlled trial. AI group median score 4.5 against the classroom's 3.5. Published in Scientific Reports, 2025.

Harvard University
49
min vs. 60 classroom

Faster, self-paced completion

70% of AI students finished inside an hour, with no link between time-on-task and score.

Meta-analysis · 31 studies
41
effect sizes analyzed

Effects hold across the field

Intl. Journal of Applied Linguistics, 2025. Consistent gains in speaking, fluency, and pronunciation.

Sources: Harvard RCT — 194 students, randomized controlled trial, Scientific Reports 2025. Meta-analysis — Lyu et al., 31 studies, 41 effect sizes, International Journal of Applied Linguistics 2025.

Cost analysis

The cost reality.

Reaching conversational fluency (B2) takes roughly 600–750 hours of quality practice. How you buy those hours decides the total.

Annual learning cost, by method

Adjust hours per week to see real costs across every path.

5 hours / week
Private tutor
$5,200
260 hours × $20/hr average
Human expert
Group classes
$3,900
260 hours × $15/hr average
Structured
Project Fluency
$99–360
Premium AI with character memory
96% savings
Budget AI apps
$120
Basic unlimited, no memory
Basic AI

Sources: 2024–2025 market rates — private 1-on-1 tutors ($15–25/hr), group classes ($10–20/hr), budget AI ($7–12/mo unlimited). Project Fluency annual range reflects its Tourist and Local plans ($99–360/yr, billed annually or monthly).

Timeline analysis

How long does it actually take?

Same target — B2 conversational fluency — wildly different timelines, driven by how efficiently each method delivers practice.

Recommended
AI-powered practice
8–10
months to B2 fluency
Total hours600–750 hrs
Weekly commitment15–20 hrs
Annual cost$99–360
Key advantage24/7, unlimited
VS
Traditional classroom
18–24
months to B2 fluency
Total hours600–750 hrs
Weekly commitment6–8 hrs
Annual cost$2,000–5,000
Key limitationFixed schedule

The compression effect

Same total hours, but compressed schedules minimize forgetting between sessions — accelerating effective progress by 2–4×.

Sources: Timeline estimates from FSI data (600–750 hours to B2) adjusted for real-world conditions. AI platforms enable higher weekly volume through 24/7 availability and immediate feedback.

Psychological benefit

Breaking the speaking barrier.

Fear of speaking is the single biggest obstacle to fluency. AI removes it completely.

Zero
social anxiety with AI practice

Study after study documents sharp drops in speaking anxiety, higher willingness to communicate, and stronger motivation when learners practice with AI versus humans — especially early on.

No judgment or embarrassment when you make mistakes

Practice at your own pace, never feeling rushed

Unlimited repetition without social pressure

Build confidence before real conversations

Sources: Anxiety-reduction studies — Yang et al. 2022; Computer Assisted Language Learning 2025 (75 Indonesian students); Hsu 2022 neuroscientific study showing highest calm levels in human–chatbot conditions.

Comprehensive evidence

What the aggregate research shows

Multiple meta-analyses across thousands of learners and hundreds of studies paint one consistent picture: AI works.

150+
Peer-reviewed studies analyzed
20,000+
Total learners tracked
2020–25
Recent research period
Consistent
Medium-to-large effects

Sources: Synthesis of meta-analyses published 2021–2025 in Language Testing in Asia (67 articles), ReCALL, Educational Research Review, Computer Assisted Language Learning, and the International Journal of Applied Linguistics.

Honest assessment

What AI excels at — and what needs humans.

The research is unequivocal: AI excels at specific skills but can't replace human conversation for full communicative competence.

AI excels at

Grammar & syntax

Pattern recognition, conjugations, sentence structure

Vocabulary building

Word exposure, contextual usage, thematic sets

Pronunciation practice

Accent training, phoneme accuracy, instant feedback

Speaking confidence

Zero-judgment practice, anxiety reduction, unlimited reps

Cost-effective practice

60–80% cheaper than traditional study, any hour

Needs real humans

Pragmatic competence

Knowing when to use formal vs. informal by context

Social distance & power

Hierarchy, respect levels, appropriate intimacy

Cultural nuance

Implicit meaning, regional custom, unspoken rules

Natural turn-taking

Interruptions, overlap, real conversational flow

Authentic rapport

Genuine relationships, emotional connection, trust

"Pragmatics is where language intersects with mind, context, and culture — and it is precisely here that LLMs fall short. They do not understand why language is used."

— Laghari (2025), Analysis of AI Language Limitations

Sources: Limitations documented in Godwin-Jones (2024) "Generative AI, Pragmatics, and Authenticity in Second Language Learning"; Laghari (2025); U.S. Department of Education (2024) "AI and the Future of Teaching and Learning."

The verdict

The optimal model: AI training plus human conversation.

The evidence backs hybrid approaches — AI handles practice, instant feedback, and pacing; humans bring pragmatics, culture, and emotional support.

1

AI training

Grammar, vocabulary, pronunciation, and confidence through unlimited safe practice.

2

Build foundation

Reach conversational level faster and cheaper than traditional methods alone.

3

Real teachers, shared memory

Human classes that pick up exactly where your AI practice left off — no re-explaining, ever.

"AI-assisted activities are most effective when complemented by human-led work. The dual-teacher model positions teachers to set the learning design and oversee the AI."

— Human-Centric AI-First Framework, AACSB (2025)
Friends talking over coffee
Bottom line

We're your training facility. Not the race.

Project Fluency's AI characters give you unlimited daily speaking practice — no scheduling, no cost barrier, no social anxiety. Then a real teacher takes it from there, picking up from the same shared memory. The AI carries the reps; a human carries the relationship — one continuous conversation, not two separate tools.

24/7 AI practice, no scheduling Zero-judgment confidence Grammar & vocab, faster Real teachers, one shared memory

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Characters63
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Research sources: This page synthesizes 150+ peer-reviewed studies (2020–2025), including meta-analyses from Harvard, the International Journal of Applied Linguistics, Computer Assisted Language Learning, the U.S. Department of Education, and reviews tracking 20,000+ language learners.