User Feedback Thematic Report

October 2025 - April 2026 · 7 primary data sources · 1.7M+ feedback records analyzed · Includes 19 user interviews (mid-2024 onward)
Dashboard
1-Page Summary
1.7M+
Total feedback records
7
Primary data sources
35,176
Cancellation reports
19
User interviews read
4.8
App Store rating
51K+ total ratings. This report analyzes the 3,073 reviews with text (people who wrote something — which skews toward detailed feedback). Of those, 73% are 5-star overall. 1,152 call the app "effective," 879 offer unprompted praise, and 599 praise content quality.
Trend among text reviews: Average dropped from 4.62 (H1 2024, 382 reviews) to 3.70 (last 6 months, 366 reviews). 1-star reviews went from 6% to 25%. The growth in 1-stars is spread across three areas: payment issues (27% → 37% of 1-stars), app not working (9% → 24%), and scoring (27% → 20% share but 4x volume). Meanwhile "praise" dropped from 42% to 18% of all reviews. Note: text reviewers skew toward complaints — we don't have the trend for the 51K+ silent star-only ratings.

What 5-Star Reviewers Praise (2,237 reviews)

Source: App Store text reviews rated 5 stars. Many reviews mention multiple themes.

"I have been using BoldVoice for 10 months now. I also subscribe to ELSA Speak. I use and like BoldVoice the most because it is the most sensitive in detecting mispronunciations."
"This is the pronunciation tutor I always wanted. Competent, patient, precise feedback and without any embarrassment in front of a group or teacher."
"Friends and colleagues have started commenting on how dramatically my accent has improved. This app is an absolute game-changer."
"I hope this app was available 24 years ago when I arrived in the U.S. So many lost opportunities because my English didn't improve for two decades."

Top 5 Areas Where Users Feel Friction

1
Subscription & Payment Friction
Dual Apple/Stripe billing causes double-charges, scam accusations, and 85% of payment-tagged reviews are 1-star.
143 App Store reviews 17,523 cancellations (49.8%) 6,332 Contact Us (56%)
2
Scoring Accuracy & Feedback Quality
Score doesn't make sense is the #1 issue report by 4x. Native speakers can't score 100%. Users can't understand what to fix.
7,315 issue reports 131 App Store reviews ~108 Contact Us
3
American English Exclusivity
App only teaches General American. Users learning British or Australian English get marked wrong for legitimate pronunciations. Relevant as we expand internationally.
92 App Store reviews ~107 Contact Us Cancellation driver
4
Lack of Personalization & Adaptive Learning
Users want the app to target their weak sounds, not follow a fixed curriculum. #1 theme across user interviews. Low quantitative volume but high qualitative signal.
7 of 19 interviewees ~35 Contact Us Cancellation "Missing features"
5
Pricing & Subscription Structure
Monthly plan exists ($25/mo) but users can't find it. No regional pricing — alternatives in India cost 499-1,700 INR vs. BoldVoice's 9,600 INR. AI Chat behind additional paywall.
49.8% of cancellations 694 Contact Us price complaints 144 Contact Us want monthly

Feedback by Source

Contact Us Breakdown (11,308)

All 11,308 messages categorized. Noise includes 1,180 records from one French user's auto-reply loop + 310 too-short messages. 266 product feedback messages were recovered from initially uncategorized messages and added to Product. Only 445 (4%) remain truly uncategorized.

Issue Reports by Type (13,416 total)

In-App Thumbs Up / Down Feedback

23%
Just Speak has 3x the negative rate of scoring practice
5,612 of 24,185 Just Speak ratings were thumbs down, vs. 2.5% for practice sets. Users report transcription errors, recording failures, and wanting interactive dialogue rather than monologue.

Top Bug Reports by Volume

Sources vary per bar — hover for specifics.

Top Feature Requests by Volume

Things users want built or made discoverable. Sources: App Store reviews, Contact Us (DB), Intercom emails, user interviews. Hover for breakdown.

Which Markets Complain Most About Pricing?

Countries where users disproportionately cite price as their reason for cancelling or leaving a review. Both signals are measured within their respective groups — cancellers and reviewers — not across all users.

High = well above US baseline Elevated = above US on one measure Below avg = below US baseline Baseline = similar to US
Country Cancellations (6mo) % cited price as reason
(among cancellations)
App Store reviews % mention pricing
(among those who left a review)
Pricing pressure

Interesting Feature Requests from Users

These aren't the highest volume, but they came from thoughtful users with specific use cases.

Hands-free driving mode
"I would love to have a driving mode that lets you keep practicing hands free while driving a car"
Randomize bookmark practice order
"Practicing bookmarks, it would be great to randomise the order. Similar to Spotify's shuffle. Currently it's always the same sequence."
Hide phonetic spelling until after attempt
"It would be great to hide the IPA spelling and reveal it only after the first try. I need to challenge myself more and stop relying on the written cues."
Pace and cadence scoring
"Please add pace and cadence assessment and improvement" — beyond pronunciation, scoring how naturally you speak.
Competitive challenges with other users
"Could you add some challenges with other people?" — gamification beyond streaks. Also mentioned by interview subject (Anand) who wants Duolingo-style leagues.
Ad-supported free tier
"It would be great to have a daily practice option without a subscription — with ads or limited content. I like the app, but it's too expensive, so I end up deleting it."
Interview / presentation prep mode
Multiple users mention wanting to practice for job interviews and presentations. One user: "I am looking to improve my Business English communication, get ready for job interviews, presentations, negotiations."
Accent Oracle → lesson deep links
"Accent Oracle suggests specific videos but when I click on them, they only open my regular lessons, not the videos suggested." — diagnostic tells you what to work on but doesn't link to it.
Home screen streak widget (4 messages)
"Please create a widget for this amazing app. I want to see my daily tracker big on my screen."
Coach voice gender choice (7 messages)
"Could I change to male coach?" — users want to switch between male and female voices for practice audio.

💻 Desktop & Web Platform Demand

Low volume (~9 Contact Us + ~2 Intercom emails + a few interview mentions) but two use cases stand out:

"Please launch a desktop version. Learning on phones is horrible, especially if you are fighting screen addiction. Screen addiction reduction is already a trend."

"One missing feature is being able to open BoldVoice in my PC web browser and paste word lists to practice."

Separately, ~10 Contact Us messages report cross-platform subscription confusion (paid on web, can't use in app). A Chromebook user subscribed on the website but couldn't start the course there.

💬 AI Conversation Practice — ~120 messages across Contact Us & Intercom

The biggest pattern: users are confused about what they get. Four distinct signals:

1. Pricing/access confusion (~40 messages)

Users don't understand the Standard vs. Super tier. Many pay $149, expect AI Chat, then discover it's $50 more. Some can't find the upgrade path in the app. Others pay for Super but AI Chat isn't activated.

"I bought a one-year account just for this section. I am really upset that this section is still inactive!"

2. "Include it in the base plan" (~15 messages)

"I love the app, but pricing is too expensive for the limited access. I'm looking forward to having a chat with AI as advertised. But it says I have to upgrade and I can't afford it."

"Your app is fantastic, but it should include the AI conversation for free like other apps."

3. Real-time pronunciation correction in conversation (~10 messages)

"I have spent 3 days working on my pronunciation. It's boring and I don't feel motivated. It would be much better if my pronunciation is corrected in conversations."

"One possible improvement would be an AI agent who speaks to you and helps you correct your mistakes in real time."

4. Feature requests within AI Chat (~10 messages)

"In the AI chat feature, is it possible to have the app generate responses for me as well? I'm having enough work focusing on my pronunciation, I don't want to have to be thinking about coming up with responses."

"For conversation practices, would it be possible to provide an option to pick gender-specific roles? Reading female dialogues as a man feels very awkward."

"Can we enable a shadowing feature where we can shadow interview clips or real-life conversations so we can improve the tunes and conversational skills?"

🇯🇵 Japan-Specific Findings

241 Japanese Contact Us messages analyzed. Three themes absent from English feedback:

1. L1 Support Requests (7 messages)

Users can't understand English-only pronunciation explanations. Japanese translations recently added have quality errors. Some users prefer English subtitles over incorrect Japanese ones.

"英語で説明されてもわかりません" (I don't understand when it's explained in English)

"日本語で表示されるようになりましたが、正しくない訳があります。'you missed this sound'の訳で、「発音していない」が正しいのに、「聞き逃した」になっていました" (Japanese translations appeared but have errors — "you missed this sound" was translated as "you didn't hear it" instead of "you didn't pronounce it")

2. SpeechScan Stuck Loop (9 messages)

Users get trapped on exercises where scoring fails entirely — no score, can't skip, stuck for days. Multiple users hit the same wall on the 3rd SpeechScan question.

"何回試しても、得点できません。再試行してくださいと出てきて、先に進めません" (No matter how many times I try, it says "unable to score, please try again" and I can't progress)

3. Employer Reimbursement (2-3 messages)

Users asking for invoices and completion certificates so their company can reimburse the subscription.

"このアプリの使用について会社の補助金を受けたいと思いますが、その場合領収書と受講証明が必要だそうです" (I want to receive a company subsidy for using this app — I need a receipt and proof-of-completion certificate)

⚠️ Satisfied Users Can Also Churn

Users who describe the app positively still cancel. This isn't price-driven — it's a content ceiling and specificity gap. They master the basics, run out of material, or need something the fixed curriculum doesn't cover.

"Bold Voice is an excellent app but my daily practice has become stale and uninspired. I feel that the content isn't interesting enough to keep me using the app after more than a year. I will use ELSA speak."

Cancellation, Nov 2025

"Too repetitive but amazing app for intensive training. I took one month subscription on purpose to prepare for a special event and this app helped me unlock my speech! But I know I won't use it for a whole year."

Cancellation, Dec 2025

"I love the app but I need new challenges to keep improving. Also the recent weeks I've been running into some bugs like the app freezing and I can't progress. That is not the reason I'm cancelling it but it's certainly annoying."

Cancellation, Jan 2026

"I feel improvement since I started using it, but not really in the last few months. I think I just have got used to it. But it's a great app!"

Cancellation, Nov 2025

"Direct feedback from a coach. The app is excellent for beginners, but lacks the necessary resources to address the mitigation of accents in people who are fluent in English."

Cancellation, Mar 2026

🩺 Medical, Therapeutic & Accessibility Use Cases

~25 messages across all sources. Small volume but a distinct user segment using BoldVoice beyond standard accent coaching.

Stroke / dysarthria recovery (3 messages)

"I had brain surgery last year and developed dysarthria. I've been in the US for almost 30 years and my accent was never an issue — I now have to relearn my speech again. My speech therapist suggested this app and it's helped me a lot with my daily practice."

Contact Us, Mar 2026. A Duke neurologist (stroke specialist) is also a subscriber.

Speech therapy alternative (10+ mentions)

"I worked with a speech pathologist specialized in foreign accents and it was annoying to schedule appointments, and pay a lot of money for a short session. This app is amazing. Everything I ever imagined for the fraction of the price."

"Better than speech therapy. English is my second language, and while I'm fluent, I have a slight accent. I've explored various online courses and even considered a speech therapist. This app is the solution."

App Store, 5-star reviews. One user asked for a quote to submit to their insurance company for accent modification coverage.

Speech impediments & lisps (3 messages)

"I have a R lisp so I can't say the letter R correctly. The app can't understand that."

"I lisp and your app doesn't recognize it and makes me redo words over and over again — words I won't ever be able to pronounce right because of my lisp."

Contact Us. The scoring engine can't distinguish a speech impediment from a pronunciation error.

Deaf / hearing-impaired users (4 messages)

"This app is good for deaf people to study. Videos of person talking — you can read her lips clearly."

"I'm hearing-impaired and need the audio much slower to pick up the pronunciation." (Portuguese user)

App Store + Contact Us. Users value the mouth positioning videos for lip reading.

Children with speech disorders (1 message)

"I wanted to try this app for my son, who is a native English speaker but has a speech articulation disorder. He is in speech therapy but I thought this might help with pronunciation at home."

Contact Us, Feb 2026.

Visual impairment / VoiceOver (2 messages)

"It's a shame the developers didn't think to configure this to allow VoiceOver for those of us who are visually impaired or blind, because you know only people who can see want to improve their spoken language."

App Store, 3-star review.

Competitor Mentions Across All Sources

Searched cancellations, Contact Us, App Store reviews, and Intercom emails. Counts cleaned for spam/noise (YouTube links in email footers, Praktika bot auto-replies, SEO outreach removed).

ELSA Speak (59 mentions) — primary named competitor
"I've been using BoldVoice consistently for over a year now, and it has genuinely helped me improve my pronunciation and confidence. As an actor, I also use ELSA Speak for comparison." — Contact Us
"It costs 9,600 INR for Super. Alternatives like ELSA Speak, SpeakX, Vocal Image are 499-1,700 INR." — Contact Us, India
Duolingo (31 mentions) — engagement model comparison
"Don't like the app, make it more like Duolingo" — Cancellation
"I wish there was a way to work on keeping existing streaks, especially on busy weeks. Sometimes I lose motivation when a 12-day streak gets wiped out." — Contact Us
YouTube (~15 mentions) — free alternative
"I'll go for YouTube videos. App glitches for the basically same pronunciation giving me different score results. I don't see it as worth the money I pay." — Cancellation
ChatGPT / AI tools (~8 mentions) — conversation practice alternative
"I don't know why I'm making those mistakes. The breakdown doesn't help. I resorted to asking ChatGPT for explanations the app didn't provide." — App Store review
Loora (4), Vocal Image (4), TalkPal (1), Praktika (1)
Loora cited for grammar correction in AI chat. Vocal Image for progress tracking and cheaper pricing. TalkPal for broader feature set. Praktika mentioned once for pricing.

🔧 Engineering Recommendation

Add auto-reply filtering on ContactUsFeedback ingestion

~1,300 noise records (11% of Contact Us) are auto-replies: 993 from one French user's vacation responder replying to every BoldVoice email, plus 281 Chinese QQ email bounces. Filter on: "自动回复", "auto-reply", "out of office", repeated RE: chains from the same sender, and bodies matching "邮件已收到" patterns.

What We Analyzed

7 primary sources: App Store reviews (3,073 with text, 4.8 rating, all time), cancellation reports (35,176), issue reports (13,416), Contact Us (11,308), in-app thumbs up/down (scoring + Just Speak), and 19 user interviews (mid-2024 onward). Database sources cover the last 6 months (Oct 2025 - Apr 2026). Intercom conversations (69K) were also analyzed but turned out to mirror the database. Cancellation reports were joined with user country data (88.5% coverage) to analyze pricing sensitivity by market. All numbers verified against exact DB counts and spot-checked for false positives.

What Users Love

73% of App Store text reviews are 5-star. The top things happy users praise: noticing real improvement in their speech (527 mentions), finding the app enjoyable and engaging (305), the AI scoring accuracy and feedback (287), video lessons with coaches (239), and the sound-by-sound breakdown approach (141). Users consistently compare BoldVoice favorably to human speech coaching at a fraction of the cost.

Top 5 Areas Where Users Feel Friction

  • Subscription & payment friction. 56% of Contact Us is billing-related. Common patterns: confusion about Apple vs. Stripe cancellation paths, unexpected charges after trial, difficulty finding how to cancel. 17,523 cancellations (49.8%) cite cost.
  • Scoring accuracy. 7,315 issue reports in 6 months say "the score doesn't make sense" — 54% of all issue reports. Users report correct pronunciations marked wrong, and phonetic feedback not clearly explaining what to change.
  • American English only. 92 App Store reviews and ~107 Contact Us messages ask for British, Australian, or other accent support. Users learning British English get marked wrong for legitimate pronunciations.
  • Personalization. 7 of 19 interviewees asked for the app to target their specific weak sounds rather than following a fixed curriculum. Low quantitative volume but the #1 qualitative signal from engaged users.
  • Pricing structure. The $25/mo plan exists but 144 Contact Us messages ask for it, suggesting it's hard to find. Poland, France, Germany, Vietnam, and Canada have materially higher price-sensitivity than the US.

Satisfied Users Can Also Churn

Users who describe the app positively still cancel. This isn't primarily price-driven — it's a content ceiling and specificity gap. They master the basics, run out of material, or need something the fixed curriculum doesn't cover. One user used the app daily for 8+ months before disengaging. Another called it "amazing for intensive training" but only needed it for one month to prepare for an event.

Japan-Specific Insights

  • L1 support gap: Japanese users can't understand English-only explanations. Recently added Japanese translations have quality issues.
  • Stuck loop: Japanese users get trapped on exercises where scoring fails entirely, with no way to skip. Multiple users stuck for days on the same SpeechScan question.
  • Employer reimbursement: Japanese users asking for invoices and completion certificates so their company can pay — a potential path to corporate-funded subscriptions.

AI Conversation Practice

~120 messages across Contact Us and Intercom. The biggest pattern is confusion: ~40 users can't figure out what AI Chat costs or whether they have it. ~15 want it included in the base plan. The most interesting product signal: ~10 users want real-time pronunciation correction during conversation — not isolated word drills, but feedback while they're actually talking. Feature requests include generating responses for the user (so they can focus on pronunciation), gender-specific conversation roles, and a shadowing mode for real-life speech.

Competitor Landscape

ELSA Speak is the #1 named competitor (59 mentions) — users compare pricing and scoring quality. Duolingo (31 mentions) is an engagement model aspiration, not a direct competitor. YouTube (15) and ChatGPT (8) are free alternatives users fall back to when they can't justify the price.

Medical & Therapeutic Use Cases

~25 messages across sources from users with stroke recovery, speech impediments, hearing loss, and children with speech disorders. Small volume but a distinct segment. A brain surgery patient's speech therapist recommended the app. A user asked for an insurance quote for accent modification coverage. Users with lisps get trapped in scoring loops because the engine can't distinguish impediment from error.

Recommended Next Steps

  • Clarify the cancellation flow. The volume of "I canceled but was still charged" messages suggests the Apple/Stripe dual system could benefit from clearer user-facing guidance.
  • Add a skip option for stuck exercises. Users who can't score on a specific word are trapped with no way forward. Affects Japanese users and users with speech impediments disproportionately.
  • Surface the monthly plan. 144 users wrote in asking if a monthly option exists. It does ($25/mo) but they can't find it.
  • Filter auto-replies from Contact Us. ~1,300 records (11%) are email auto-responders. Quick engineering fix.

Full report: docs/user-feedback-thematic-report-2026-04.md. Dashboard generated April 10, 2026.