Live prompts
942
39 playable tests
Content QA
Content quality audit
This audit ranks live prompt issues, generated-vault review pressure, source-language seed gaps, media readiness, and duplicate pattern risk so content work can be prioritized like product work.
Generated vault
12,200
1,422 sampled candidates
Issues
19
0 blocker, 11 watch
Media
697
0 seed records need media
Open response
177
Speaking and writing prompts
Duplicates
16
Repeated prompt-stem groups
Action queue
What to fix first
Fix blocker prompts
Owner: content-review
No live blocker prompts detected in the current audit.
Review generated candidates
Owner: content-review
Sampled generated drafts need human approval before they become production seed records.
Resolve media-blocked seeds
Owner: media-production
Visual and audio mechanics need assets before promotion into funnels, daily loops, or friend challenges.
Vary repeated stems
Owner: content-design
Repeated high-signal traps are useful, but the product should not feel like the same card in different wrappers.
Generated guardrails
Vault QA state
12,200
generated records
12%
review sample rate
378
materialized seeds
0
largest seed gap
Core grammar control
highest-priority family
Top issues
Highest-risk prompts and queues
watchduplicate patternListeningB2
Repeated prompt stem across tests
"Listen to the speaker. What is implied?" appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternPronunciationA1
Repeated prompt stem across tests
"Did you hear ship or sheep?" appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternReal lifeB2
Repeated prompt stem across tests
"You need to reschedule an appointment. Say what you need in 1-2 sentences." appears in 6 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternReal lifeB1
Repeated prompt stem across tests
"You need to reschedule an appointment. What should you say next?" appears in 6 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternVocabularyB2
Repeated prompt stem across tests
"Which phrase sounds natural in everyday English?" appears in 6 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternNaturalnessA2
Repeated prompt stem across tests
"Which sentence sounds most natural?" appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternNaturalnessB1
Repeated prompt stem across tests
"You want to talk about a picture you captured on your phone." appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternGrammarA2
Repeated prompt stem across tests
"I lost my keys and I am trying to find them. I am looking ___ them." appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternGrammarA1
Repeated prompt stem across tests
"I bought ___ new book yesterday. It looks useful." appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternListeningB1
Repeated prompt stem across tests
"What did you hear?" appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
watchduplicate patternListeningB2
Repeated prompt stem across tests
"Listen to a reviewer comment. What does the speaker imply?" appears in 7 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
polishduplicate patternBusiness EnglishC1
Repeated prompt stem across tests
"A teammate missed a deadline and you need the file today. Write a 2-3 sentence reply." appears in 5 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
polishduplicate patternPronunciationA2
Repeated prompt stem across tests
"Read aloud: Please check the address before you confirm." appears in 3 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
polishduplicate patternGrammarB1
Repeated prompt stem across tests
"The visitor depends ___ the delay." appears in 3 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
polishduplicate patternGrammarB1
Repeated prompt stem across tests
"She explained me the rule." appears in 4 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
polishduplicate patternReal lifeB1
Repeated prompt stem across tests
"Craft a hotel room change request using I can / send / the update / by Friday." appears in 4 live prompt instances. Some repetition is useful, but high repetition can make the catalog feel thin.
Keep the diagnostic pattern, but vary the stem, scenario, image, or source-language trap.
polishsurface reuse
daily surface has promotion pressure
3,050 generated drafts target this surface, with 720 sampled candidates.
Promote sampled drafts that strengthen this reusable product surface.
polishsurface reuse
funnel surface has promotion pressure
4,068 generated drafts target this surface, with 555 sampled candidates.
Prioritize catchy, visual, low-friction prompts that can survive paid traffic.
Buckets
Risk categories
Duplicate pattern pressure
0 blocker, 11 watch, 5 polish
16
Example: Repeated prompt stem across tests
Surface reuse
0 blocker, 0 watch, 3 polish
3
Example: test surface has promotion pressure
Live tests
Test risk ranking
Is your English B2 or just confident B1?
60 prompts / risk score 48
15
issues
11
watch
0
ambiguity
15
duplicates
0
explanations
Top issue: Repeated prompt stem across tests
Are your work emails clear or just translated?
14 prompts / risk score 1
1
issues
0
watch
0
ambiguity
1
duplicates
0
explanations
Top issue: Repeated prompt stem across tests
Are you ready for B2 First, C1 Advanced, or C2 Proficiency?
24 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Are you ready to work in English?
28 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Are your prepositions secretly terrible?
24 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Can you handle real life in English?
24 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Can you keep speaking in English?
24 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Can you make English clear and sharp?
24 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Can you pass a 30-minute English interview?
14 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Can you push back without sounding rude?
24 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Can you read English without missing the point?
24 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Can you survive 5 minutes of American small talk?
14 prompts / risk score 0
0
issues
0
watch
0
ambiguity
0
duplicates
0
explanations
Skill risk
Skill areas to review
Listening
3 issues across 142 prompts
12
Repeated prompt stem across tests
Grammar
4 issues across 138 prompts
10
Repeated prompt stem across tests
Real life
3 issues across 133 prompts
9
Repeated prompt stem across tests
Naturalness
2 issues across 146 prompts
8
Repeated prompt stem across tests
Pronunciation
2 issues across 81 prompts
5
Repeated prompt stem across tests
Vocabulary
1 issues across 105 prompts
4
Repeated prompt stem across tests
Business English
1 issues across 74 prompts
1
Repeated prompt stem across tests
Exam readiness
0 issues across 36 prompts
0
Reading
0 issues across 44 prompts
0
Speaking
0 issues across 28 prompts
0