Best AI Filler Word Trackers for Toastmasters (2026): 4 Tools

Quick answer: Yoodli is the closest fit for a Toastmasters-specific AI filler word tracker, Orai is useful for short mobile practice, Poised focuses on private real-time feedback during online meetings, and Microsoft Speaker Coach fits PowerPoint rehearsal. The best choice depends on when you want feedback; none replaces the human Ah-Counter or evaluator.

Publisher disclosure: UMEVO publishes this article and sells UMEVO Note Plus. Tool descriptions are based on official pages checked on August 21, 2026. Prices, plan limits, supported platforms, and data practices can change, so verify the current vendor page before uploading a sensitive recording or paying.

Best AI filler word tracker by use case

This comparison is about workflow, not a universal accuracy ranking. Each tool defines and displays speaking signals differently. Test the same speech in every finalist before comparing counts.

A five-step Toastmasters filler-word workflow

1. Choose one representative speech. Use a two- to five-minute prepared speech or Table Topics response. Keep the topic and approximate length stable for the second attempt.
2. Define the target list before speaking. Start with three categories: non-words such as “um” and “uh,” repeated starters such as “so” or “and,” and hedge phrases such as “kind of” or “basically.” Do not label every natural transition as an error.
3. Create one baseline recording. Use the same phone, computer, or recorder position for both attempts. Note room noise and distance so a change in audio quality is not mistaken for speaking improvement.
4. Compare AI and human counts. Ask the Ah-Counter to record what they heard, then review the AI transcript and timestamps. Differences can reveal category definitions, transcription errors, or words the speaker uses intentionally.
5. Practice one change and record again. Replace a single recurring filler with a silent pause or a planned transition. Compare the normalized rate, not only the raw count.

Measure filler words without chasing zero

A five-minute speech will usually contain more words—and potentially more fillers—than a one-minute response. Normalize the result so the comparison is fair:

Filler rate per 100 words = target filler count ÷ total spoken words × 100. Track the same target list each time. Also record duration, words per minute, and one short note about room conditions.

The example numbers demonstrate the calculation, not a universal target. A conversational “well” may support meaning, while a repeated “um” may distract. Keep the human evaluator's judgment beside the automated count.

Yoodli for Toastmasters-linked practice

Toastmasters International and Yoodli announced their partnership in 2022. Official descriptions say the Toastmasters experience can provide private AI feedback on filler words, pacing, eye contact, body language, and other delivery signals. Yoodli can complement club practice by providing repeatable analytics between meetings.

Best fit: choose Yoodli when the Toastmasters connection and post-practice analytics matter most. Verify current member access, account limits, recording retention, and whether your desired live or upload workflow is supported.

Orai for short mobile speaking drills

Orai's official site describes feedback on filler words, pace, clarity, and energy after a speaking exercise. That makes it suitable for short, frequent drills when opening a full presentation deck or meeting tool would add friction.

Best fit: choose Orai when habit-building and mobile practice matter more than a Toastmasters-specific dashboard. Check the current plan, supported language, exercise catalog, and whether you can export the data you want to retain.

Poised for real-time meeting feedback

Poised advertises private real-time feedback on filler words, confidence, energy, empathy, and other communication signals. Its help material also describes post-meeting review and trends after repeated use.

Do not describe Poised as fully local. Its current privacy and security pages describe AWS-hosted infrastructure, encryption in transit and at rest, and storage of the participating user's recording for selected meetings. Review those settings and your organization's policy before using it with confidential calls.

Best fit: choose Poised when the goal is improving everyday online meetings rather than rehearsing a prepared Toastmasters speech.

Microsoft Speaker Coach for slide rehearsal

Microsoft now calls the feature Speaker Coach; it was previously Presenter Coach. Official support documentation says it can evaluate pacing, pitch, filler words, informal speech, euphemisms, culturally sensitive terms, and whether a presenter is reading slide text. A rehearsal report summarizes the observations.

Microsoft also notes that Speaker Coach transcribes speech before evaluating the text and that transcription errors can occur. That is another reason to check timestamps or the original audio rather than accepting every flag automatically.

Best fit: choose Speaker Coach when the speech already lives in PowerPoint and slide rehearsal is the main workflow. Verify feature availability for your account, app, language, and device.

Optional recording hardware for reusable audio

You do not need dedicated hardware to start tracking filler words. A phone or computer microphone may be sufficient in a quiet room. A separate recorder becomes relevant when you need a physical record control, a reusable audio file, consistent placement, or a backup outside a presentation app.

UMEVO Note Plus is one such dedicated option from this article's publisher. If you consider it, compare a sample recorded in your actual room against the phone or laptop you already own. Judge capture reliability, file transfer, transcription cleanup, app fit, and total cost rather than assuming hardware is automatically more accurate.

Privacy, consent, and audio-quality checklist

• Tell participants when a practice session or meeting is being recorded and follow applicable law and club or workplace policy.
• Check whether audio is processed on-device, uploaded, retained, or used with third-party services.
• Review deletion controls, sharing defaults, workspace access, and any training-data setting.
• Keep the microphone position, room, and speaking distance similar across comparison recordings.
• Spot-check the transcript around every counted filler; names, accents, overlap, and background noise can change the result.

A four-week filler-word practice plan

1. Week 1 — Baseline: record three short speeches, identify the two most repeated fillers, and calculate fillers per 100 words.
2. Week 2 — Pauses: practice replacing one filler with a silent breath. Keep pace and content roughly stable.
3. Week 3 — Transitions: prepare two natural transition phrases and use them only where they clarify structure.
4. Week 4 — Live transfer: apply the cue in a club speech or meeting, then compare the Ah-Counter report with the AI record.

Choose the next target only after one pattern has improved across several sessions. Fixing everything at once makes it difficult to know which practice cue worked.

Bottom line

Start with the feedback moment you need. Yoodli is the closest Toastmasters-linked option; Orai supports short mobile drills; Poised focuses on real-time meeting communication; and Microsoft Speaker Coach fits slide rehearsal. Use one stable recording, normalize the count, verify AI flags against the audio, and keep the human Ah-Counter's judgment in the loop.

If recording itself is unreliable, test a separate device such as UMEVO Note Plus—but treat it as an optional capture layer, not proof of better coaching or transcription.

Frequently asked questions

What is the best AI filler word tracker for Toastmasters?

Yoodli is the closest Toastmasters-linked option because Toastmasters International has an official partnership with it. The best fit can still differ: Orai suits short mobile drills, Poised suits online meetings, and Microsoft Speaker Coach suits PowerPoint rehearsal.

Can AI count “um,” “uh,” and “like” accurately?

AI can provide a useful repeatable count, but transcription errors, overlapping speech, accents, microphone placement, and category definitions can change the result. Check the flagged timestamps against the original audio and compare them with the Ah-Counter's notes.

How should Toastmasters measure filler-word improvement?

Use the same target list and calculate fillers per 100 spoken words. Keep speech length, microphone position, and room conditions reasonably stable, then compare several sessions rather than one isolated result.

Should a speaker try to eliminate every filler word?

No. The goal is clearer delivery, not a robotic zero. Some transitions support meaning; repeated non-words or hedges become a priority when they distract listeners or weaken a specific message.

Does better audio improve filler-word tracking?

Clearer audio can reduce transcription mistakes, but dedicated hardware is not automatically necessary. Test the phone, computer, or recorder you already have with the same speech and compare transcript cleanup and missed words.

Are AI speech-coaching recordings private?

Privacy depends on the tool and settings. Review where audio is processed and stored, how long it is retained, who can access it, and how to delete it. Obtain appropriate recording consent before analyzing a club speech or workplace meeting.

Official sources

• Toastmasters International: Yoodli partnership
• Yoodli: Toastmasters partnership and feedback features
• Yoodli: filler-word and pacing analytics
• Orai official product page
• Poised real-time feedback
• Poised privacy and security
• Microsoft Speaker Coach overview
• Microsoft Speaker Coach suggestions and limitations
• UMEVO Note Plus official product page
• Related UMEVO guide: speech-to-text AI
• Related UMEVO guide: sound recorder apps