Compare recognized words
Review omitted, substituted, or extra words. Speech recognition can make mistakes, especially for accented or unusual words, so differences are cues to practice—not a diagnosis.
Hear a reference, practice out loud, and see which words were recognized. Explore speaking pace and learn selected IPA sounds—without a subscription or uploading audio to PixelOkay.
YOUR PRACTICE WORKSPACE
Listen · Record · Compare · Improve
01 / THE REFERENCE
Reference speech uses browser/OS voices. Some voices may use a provider's online service. The voice audio is not available for export.
02 / YOUR VOICE
Use your microphone or import a recording. Recordings remain in this tab.
Max 30 seconds · Up to 25 MB · Microphone requires HTTPS or localhost. Audio formats depend on the browser.
03 / THE COMPARISON
Editing the transcript changes the text-match estimate. It cannot turn the result into a verified acoustic pronunciation score.
For on-device AI, first record or upload a short phrase.
04 / YOUR FEEDBACK
Choose a sample, listen, record, and tap Analyze.
TRANSCRIPT AGREEMENT
Text similarity estimate. Not a phoneme or speaking proficiency score.
Examples show expected sounds only; the tool does not identify which phonemes you actually pronounced.
05 / YOUR PROGRESS
Session-only history. Nothing is saved to a PixelOkay account.
For the same phrase and method only. Changes in recognition are not measured pronunciation improvement.
| Date | Phrase | Recognition agreement | Pace | Mode |
|---|---|---|---|---|
| No sessions yet. Your practice attempts will appear here. | ||||
SMART PRACTICE, HONEST FEEDBACK
Review omitted, substituted, or extra words. Speech recognition can make mistakes, especially for accented or unusual words, so differences are cues to practice—not a diagnosis.
Inspect the waveform, estimated speaking time, longer energy gaps, and relative recording level. Quiet speech and background noise can affect these measurements.
Reference IPA notes help with English consonant contrasts. Accurate assessment of individual spoken phonemes would require a separate calibrated phoneme-recognition model.
No. The current coach can compare recognized words and provide IPA reference guidance for selected phrases. It does not claim to identify actual mispronounced phonemes or measure accent quality. A calibrated acoustic pronunciation model would be required for that.
The editor, recording, playback, acoustic level estimates, and manual text comparison work without a backend. Optional local AI transcription downloads model/runtime assets only after you choose Download & Load Model in Model Setup. Analyze then uses the initialized model. Browser dictation may send audio to a speech-service provider; choose it only if that is acceptable.
No paid API or account is required. The first use needs a potentially large model download and a device capable of running it. Subsequent use may be cached. Some low-memory devices may not support inference.
Speech recognition is designed to recover words, not score each speech sound. It can recognize a word despite non-standard pronunciation, or misrecognize a correctly spoken word. Treat its results as practice guidance only.
Recording and local analysis do not upload audio to PixelOkay. The optional local model fetches code and model assets from third-party hosts. Reference voices and the separate browser dictation option may use operating-system or browser online services.
This release targets English phrases and an English-language Whisper model. Reference voices depend on your device; a full multilingual assessment and phoneme dictionaries are future work.
PIXELOKAY LEARNING STUDIO
Analyzing your practice…
Keep this tab open while the result is prepared.
Choose a phrase, listen to a reference and record or import a short take. Select a transcript-analysis mode, review recognized words and practice a follow-up drill. Use the reports as session feedback rather than a proficiency assessment.
Transcript similarity is not an acoustic pronunciation/phoneme grade. IPA hints are references, not detected sounds, and trends compare only the same phrase/mode. Browser dictation and OS reference voices may use third-party services; optional local Whisper downloads runtime/model assets only after your explicit Download & Load action in Model Setup. Recording needs permission and a secure context. Short-input/memory budgets apply. Reports can contain transcripts; audio is downloaded separately.
References: Transformers.js runtime
Choose or enter a reference phrase, record or provide a spoken attempt using the available input path, and compare its transcript with the reference. The workspace supports practice and transcript-based feedback; it does not provide phoneme-level pronunciation grading or a proficiency score.
Authored example: Practice “The train leaves at quarter past seven.” Compare whether the same words are recognized on two attempts, then listen for clarity yourself. A matching transcript does not establish accent quality or fluency.
Limits and privacy: Optional Transformers.js and Whisper assets download only after explicit Download & Load. Browser dictation and operating-system voices may use third-party services. Recording requires permission and a secure context. Reports may contain transcripts; review them before sharing. Audio is handled separately.
No. Feedback is based on transcript agreement and practice comparisons, not phoneme-level scoring, accent quality or a proficiency grade.
No. The optional runtime and model are requested after you explicitly choose Download & Load. Browser dictation follows a separate browser or device service path.