pedagogyVoicely Language Research TeamJuly 1, 2026
V-Program Duration Prediction: FSI Baselines vs. Digital-Native Learners
The Foreign Service Institute (FSI) model has dominated second language acquisition (SLA) planning for 50 years, estimating 1,200–2,200 classroom hours to reach professional proficiency depending on language difficulty. This paper presents evidence that AI-personalized, distri…
researchacquisitionpedagogy
pedagogyVoicely Language Research TeamJuly 1, 2026
Dialect-Specific Pronunciation Learning in Second Language Acquisition
Pronunciation pedagogy has historically taught "standard" national variants: Parisian French, Castilian Spanish, standard German. This paper presents evidence that dialect-specific training—targeting the learner's intended regional variant (Québécois French, Colombian Spanish,…
researchacquisitionpedagogy
pedagogyVoicely Language Research TeamJuly 1, 2026
Checkpoint Reassessment as Low-Stakes Motivation: Day 30/60/90 Progression
Single-shot language assessments create high-stakes anxiety. A learner completes an intensive course and faces one final test: pass, and they have "proven" their proficiency; fail, and months of effort feel wasted. This binary outcome structure reduces intrinsic motivation and…
researchacquisitionpedagogy
strategyMervine GowryJune 15, 2026
Computed Commitment Pricing: A Research-Derived Pricing Model for Outcome-Oriented Language Training
The dominant pricing model in language-learning technology — tiered subscription menus — decouples cost from outcome. A learner pays the same monthly rate whether they are six months from B1 or three years away; whether they study Swahili or Spanish; whether they commit one hour …
C2PpricingCEFRFSIV-programcommitment
pedagogyMervine GowryJune 4, 2026
Beyond XP: A Performance-Gated Progress Architecture for Language Acquisition
Most gamified language applications reward engagement rather than acquisition, using experience-point (XP) systems that award identical points for correct and incorrect responses. This paper presents Fluency Points (FP) — a multi-dimensional, performance-gated progress metric cal…
FPCEFRgamificationSLAXPprogress-metrics
ResearchMervine GowryJune 4, 2026
The Multidimensional Progress Hypothesis: Why Single-Score Systems Fail Learners and What Honest Measurement Looks Like
Every major educational technology product today collapses multidimensional competence into a single score. That score is not a measure of learning — it is a measure of attendance. It rewards consistency over capability, optimises for engagement over mastery, and systematically m…
SCORADepth IndexFP Ringsprogress measurementEdTechXP comparison
philosophyMervine GowryJune 4, 2026
The Voicely Founding Story — Book Structure v1.0
A narrative memoir tracing the founding of Voicely Language from a YouTube channel in Montreal in 2018 to an AI product company in 2026. Structured around verified founding moments — a Mark Cuban tweet, a philosophical inversion in June 2025, 17 stages of debug hell — this is the…
bookmemoirchaptersstructurefounding-storynarrative