Evaluation methodology · Reviewed July 20, 2026
How Articulated evaluates your speaking
The short version
Articulated combines observable signals from a recorded response with an AI-applied coaching rubric. It reports a 0–100 practice score across clarity, fluency, structure, vocabulary, confidence, engagement, plus evidence tied to what you said. These are directional coaching signals—not objective judgments about who you are or predictions of real-world success.
From recording to coaching in five steps
Step 1
Record a response
You answer a drill or scenario out loud. The recording, prompt context, requested language, and exercise focus are sent securely for processing.
Step 2
Create a transcript
Speech recognition converts the recording to text and, when available, word timestamps. An incorrect transcript can affect the feedback that follows.
Step 3
Calculate observable signals
The system can derive response length, words per minute, filler and hedge counts, sentence length, pauses, and delivery variation from the transcript, timing, and recording features.
Step 4
Apply the coaching rubric
An analysis model evaluates the response against the prompt and Articulated's six-skill rubric, then returns structured observations, key moments, and possible rewrites.
Step 5
Choose the next rep
The result emphasizes the drill's focus skills and a practical next move. The useful outcome is a clearer second attempt—not treating one number as a permanent label.
What the six skill scores mean
Supported drills request a complete six-skill profile so your progress uses one consistent framework. Each drill still has one or two focus skills, and the result should emphasize those. A skill may be backed by direct evidence, supporting evidence, or marked as not measured when the attempt cannot support it.
| Skill | What the rubric considers | What the score does not prove |
|---|---|---|
| Clarity | Understandability, articulation, idea clarity, and sentence load | That every listener will hear every word the same way |
| Fluency | Pace control, pause rhythm, fillers, and smooth recovery | That faster or completely filler-free speech is always better |
| Structure | Openings, sequence, transitions, and whether the point is easy to follow | That one framework fits every audience or conversation |
| Vocabulary | Word precision, specificity, variety, and concision | That complicated language is stronger than plain language |
| Confidence | Directness, composure, decisiveness, and control of unnecessary hedging | A personality trait, emotional state, or leadership ability |
| Engagement | Energy, vocal variation, adaptability, and listener pull | How a real audience will react in a different setting |
How to read a score responsibly
- Treat the composite as a compact summary, not the whole result. The skill breakdown, transcript, key moments, and next move are more useful for deciding what to practice.
- Compare similar attempts: the same drill, language, and roughly similar recording conditions. Cross-drill scores can reflect different evidence and focus skills.
- Check the transcript before trusting a phrase-level observation. If the words are wrong, repeat the recording in a quieter setting.
- Use rewrites as options. Keep the meaning, tone, and cultural context that fit the real conversation instead of copying a suggestion automatically.
Articulated has not published evidence that its 0–100 scores are interchangeable with ratings from a human coach or that they predict hiring, promotion, or audience outcomes. The saved result includes a scoring-version identifier so the scoring contract can be tracked as the system changes.
Important limitations
- Speech recognition can mishear names, uncommon terms, accents, overlapping speech, or words recorded in noise.
- Language, microphone quality, response length, prompt type, and model version can change the result.
- Articulated is audio-first. It does not see body language, facial expression, slides, room dynamics, relationship history, or the listener's private reaction.
- A model can produce an observation or rewrite that is incomplete, culturally mismatched, or simply wrong. Your judgment remains part of the process.
- The scores are not a diagnosis, a hiring assessment, a guarantee of workplace performance, or a substitute for a qualified speech-language clinician.
Voice data and retained results
Raw audio is processed to generate the transcript and feedback and is not stored permanently. Articulated retains the transcript, scores, metrics, generated feedback, session timestamps, language, scenario, drill type, and related practice metadata with your account so you can review progress. Raw recordings are not used to train Articulated's machine-learning models.
Voice-data processing and retentionAccount and data deletion
Evaluation methodology is different from benchmark methodology
This page explains how one practice response becomes feedback. The separate research hub explains how Articulated aggregates privacy-safe results into first-party benchmarks, including sampling limits and metric definitions.
Research and benchmark methodologyEditorial standards and correctionsReport a feedback or methodology issue
Try the loop yourself
Record a short response, inspect the transcript and evidence, pick one change, and repeat under similar conditions. That second rep is the point of the evaluation.