Private LLM - Local AI Chat
66
Quality Score
Solid
Private LLM - Local AI Chat
by Numen Technologies Limited
Medium confidence
✍️ bumetric analysis
“
Private LLM - Local AI Chat is an iOS app from Numen Technologies Limited in the Education category, currently rated 4.2★ across 698 ratings. Initial signal reads as mostly critical sentiment so far: users flag rough edges and unmet expectations.
Quality Score is 66: Solid (established niche player). For a Education app, that means established niche player. The full BU Investment Matrix below scores 8 dimensions including monetisation, growth, and operational risk.
Track changes month-over-month in the Performance section below: live snapshot history and revenue forecast included.
💰 Monthly revenue · now vs forecast
● Right now
$6.3K
per month
→
12-mo forecast
$5.5K – $19.8K
per month
→
24-mo forecast
$5.1K – $45.9K
per month
INDIE tier
💡 Grow this revenue
Free AI audit of this app’s store listing
- Title & subtitle keyword fit
- Description hook & conversion structure
- Screenshots, ratings, reviews strategy
Typical impact: +2-5× organic installs
📊 Performance Tracking LIVE
Loading…
Rating
—
Reviews
—
Forecast Revenue / mo
—
Snapshots tracked
0
since first record
ONE-TIME · BUILD
💰 Estimated build cost
$110K
↳ What it cost to build · not monthly revenue
Likely range $80K – $150K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~3 months at current MRR
Synthetic estimate. Inputs: category complexity, file size, screen count, monetization layer, platform reach, age × team-size proxy. Calibrated against 2024-2026 indie-agency rate surveys. Full math + source list on /methodology.
Where the money goes
| 🧱 MVP baseline (design + 1-store ship) | +$28K |
| 📱 5 unique screens × $4.5K | +$22K |
| 📦 Asset bundle (1297 MB) | +$40K |
| ⚙ Education complexity ×1.20 | +$18K |
Total estimate
$110K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$500K
↳ What it would sell for · not monthly revenue
Marketplace range $375K – $700K · 15× MRR multiple
💸
~4.5× return on build cost
Synthetic estimate. Multiple band derived from ad-supported + age, rating quality, category demand, and user-base maturity. Calibrated against 2024-2026 indie-app-marketplace closed-deal medians. Full math + comparable deal list on /methodology.
How the multiple was built
| 📺 Ad-supported base | 15× MRR |
| 🏷 Education category multiple | +6% |
| ⭐ Small user base (<1K ratings) | -8% |
Final multiple
15× MRR
👥 Estimated audience size
59K
Lifetime downloads (US-equivalent)
Monthly active
10K
Daily active
3.1K
Synthetic estimate from ratings × category benchmarks. Calibrated against 2024-2026 mobile-attribution retention + DAU/MAU reports. Numbers are US-storefront-equivalent — true global audience can be 5-10× larger for international apps. Full math + source list on /methodology.
How we sized it
| 📲 Education engagement | ~85 installs / rating |
| 🔁 Education D30 retention | 18% |
| 📍 DAU / MAU stickiness | 0.30 |
DAU / MAU
30% sticky
🔬
How we forecast this revenue
MEDIUM CONFIDENCEBaseline
$6.3K/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
Direction
Headwinds: low defensibility moat
6 months
$5.4K – $12.5K
12 months
$5.5K – $19.8K
24 months
$5.1K – $45.9K
Compound growth at +6.0% MoM (tier baseline for INDIE). Range widens with horizon — typical noise band ±40% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊
BU Investment Matrix
Early-stage solo · 45/100INDIE TIERexpected for tierRevenue Strength
3.8
Product Quality
5.8
Market Position
2.0
Growth Velocity
5.0
Defensibility
2.8
Operational Safety
10.0
Founder Strength
5.5
Monetization Maturity
1.0
- 💰 Revenue: Modest — $2K - $15K/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.15★ across 698 reviews — below category median.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: Insufficient signal to assess trajectory.
- ⚠️ Risk: Low — no material risk signals detected.
🎯 For competitors: Mixed picture. Worth competing if you have a clear UX or pricing edge — otherwise crowded segment.
💵 For acquirers: Estimated asking range 18-32× monthly = $113K-$201K. Portfolio play ($35K/mo combined) commands premium.
Composite of 8 dimensions computed deterministically from public signals — no LLM, every score traces back to a measurable input. Default weights shown; "compete" / "acquire" / "invest" lenses re-weight without re-fetching.
Range:
💰 Forecast Revenue / mo
MODELRevenue forecast computed from BU's 234 trigger model on each snapshot. Calibrated against ground-truth from 58 verified-revenue apps.
🔬Forecast Breakdown — Why This Estimate?Top 14 of 14 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| Paid app ($4.99)METRIC | +$2,800 | |
| subscriptionREVIEW | +$2,500 | |
| frequent crashesREVIEW | −$2,000 | |
| worth every pennyREVIEW | +$2,000 | |
| bugsREVIEW | −$1,800 | |
| 5 starREVIEW | +$1,800 | |
| securityREVIEW | +$1,800 | |
| AI-powered features (trending category)METRIC | +$1,800 | |
| highly recommendREVIEW | +$1,400 | |
| slowREVIEW | −$1,200 | |
| Good rating (4.2★)METRIC | +$800 | |
| Established app (3y old)METRIC | +$800 | |
| Early-stage install base (698 ratings)METRIC | +$400 | |
| Single-language (English only)METRIC | −$400 |
METRIC = structural app data · REVIEW = mined from user reviews · ✓ VERIFIED = Stripe-verified anchor (TrustMRR)
📈 Reviews Growth
LIVECumulative review count from first BU snapshot. Each point = a tracked update.
⭐ Rating Trend
LIVEAverage rating evolution. Updates with each new review batch.
🆕 What's New · v1.9.15
- Faster model downloads. Models are now downloaded from a CDN instead of Huggingface.
- Minor bug fixes and updates
Thank you for choosing Private LLM. We are committed to continue improving the app and to making it more useful for you.… Full release notes →
- Minor bug fixes and updates
Thank you for choosing Private LLM. We are committed to continue improving the app and to making it more useful for you.… Full release notes →
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Private LLM - Local AI Chat
- Developer
- Numen Technologies Limited
- Bundle ID
- ie.numen.personalgpt
- App Store URL
- Open in App Store
- Category
- Education
- Content rating
- 12+
- Languages
- EN
Company
- Website
- privatellm.app
- Tagline
- Private LLM Private, Uncensored AI Chat for iPhone, iPad, and Mac
- Description
- Run DeepSeek R1, Llama 3.3, and Qwen3 privately on your iPhone, iPad, and Mac. Uncensored local AI chat. Fully offline. One purchase, no subscription.
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Available
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $35.0K/mo
- Top-grossing rank
- Outside top 100 in US Education
- All-time revenue
- Not found
- Pricing
- Not found
Founder
Founder data not yet collected for this app.
Funding
Funding data not yet collected for this app.
Press & Links
Press & Links data not yet collected for this app.
Contacts & Socials
Contacts & Socials data not yet collected for this app.
📈Ratings growth698 ratings+659% lifetimeShow 3-year history estimate ▾
Tracked (58 weeks) Pre-tracking estimate (33 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Geographic ReachNot ranked
This app is currently outside the top 100 grossing in all 9 countries we monitor (US, UK, DE, FR, JP, CA, AU, BR, IN). Niche or new apps often launch this way — popularity rankings appear once daily revenue clears the regional threshold.
💰Pricing History$0.00 → $4.99 (+0%)
🚀Version Release Timeline2 releases tracked
Profile is built from iTunes Lookup + developer site scrape + ML revenue model. Empty fields show "Not found" — additional sources (Crunchbase, X, IndieHackers, Acquire.com) coming.
📝 About this app
Discover the Ultimate Privacy-Focused AI Assistant on iOS: Private LLM
Unlock a new realm of productivity and creativity on your iPhone and iPad with Private LLM, the premier AI assistant designed with your privacy in mind. Available for a one-time purchase, it offers a range of AI capabilities without needing a subscription. Experience advanced on-device AI that keeps your interactions confidential and offline.
Why Private LLM is Your Go-To AI Companion:… View full description on the official store →
Unlock a new realm of productivity and creativity on your iPhone and iPad with Private LLM, the premier AI assistant designed with your privacy in mind. Available for a one-time purchase, it offers a range of AI capabilities without needing a subscription. Experience advanced on-device AI that keeps your interactions confidential and offline.
Why Private LLM is Your Go-To AI Companion:… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 1.3 GB🔞 12+📱 iOS 17.0+🔖 v1.9.15🔄 updated 0d ago🌐 EN📂 Education🤖 Uses AI💰 Paid
📅
What Worked™ · Development Pipeline
18 EVENTS TRACKEDDetected changes in this app over its tracked lifetime — each event links cause (what changed) to effect (what moved). Sorted newest first.See full history →Version history →
2026-05
💲
Went paid — introduced $4.99 price point
→ 30 days after: reviews +23 high confidence
2026-04
📈
Crossed 500 ratings — social-proof flywheel kicking in
→ 30 days after: reviews +58 medium · co-occurring
2026-04
⭐
Rating ↑ 3.43 → 4.21 (improved 0.78★)
→ 30 days after: reviews +58 medium · co-occurring
2026-04
🔧
Shipped update — v1.9.11 → v1.9.12
→ 30 days after: revenue +$25.3K/mo · rating +0.76★ · reviews +484 medium · co-occurring
2025-02
📈
Crossed 100 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$433/mo · reviews +8 high confidence
2025-02
📈
Crossed 100 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$785/mo · reviews +14 high confidence
2024-04
📈
Crossed 50 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$232/mo high confidence
2024-04
📈
Crossed 50 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$764/mo · rating +0.13★ · reviews +13 high confidence
2023-09
⭐
Rating ↑ 3.17 → 3.47 (improved 0.30★)
→ 30 days after: revenue +$575/mo · rating +0.23★ · reviews +10 high confidence
2023-07
📈
Crossed 10 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$57/mo · rating +0.08★ medium · co-occurring
2023-07
📈
Crossed 10 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$326/mo · rating +0.17★ · reviews +6 medium · co-occurring
2023-06
🚀
First tracked snapshot — initial data captured
→ 30 days after: revenue +$269/mo · rating +0.09★ · reviews +5 low · multiple changes
2023-06
⭐
Rating ↓ 3.40 → 3.00 (dropped 0.40★)
→ 30 days after: revenue +$269/mo · rating +0.09★ · reviews +5 low · multiple changes
2023-06
⭐
Rating ↑ 3.00 → 3.40 (improved 0.40★)
→ 30 days after: revenue +$269/mo · rating +0.09★ · reviews +5 low · multiple changes
2023-06
⭐
Rating ↑ 2.67 → 3.00 (improved 0.33★)
→ 30 days after: revenue +$269/mo · rating +0.09★ · reviews +5 low · multiple changes
2023-06
⭐
Rating ↓ 3.50 → 2.67 (dropped 0.83★)
→ 30 days after: revenue +$269/mo · rating +0.09★ · reviews +5 low · multiple changes
2023-06
⭐
Rating ↑ 3.00 → 3.50 (improved 0.50★)
→ 30 days after: revenue +$269/mo · rating +0.09★ · reviews +5 medium · co-occurring
2023-06
🚀
First tracked snapshot — initial data captured
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇺🇸 US | 4.15186★ | 698 | 4.15186★ this version |
| 🇬🇧 GB | 3.90789★ | 76 | 3.90789★ this version |
| 🇩🇪 DE | 3.98131★ | 107 | 3.98131★ this version |
| 🇫🇷 FR | 3.86111★ | 36 | 3.86111★ this version |
| 🇯🇵 JP | 3.2★ | 25 | 3.2★ this version |
| 🇨🇦 CA | 4.23288★ | 73 | 4.23288★ this version |
| 🇦🇺 AU | 4.01851★ | 54 | 4.01851★ this version |
| 🇧🇷 BR | 4.22222★ | 9 | 4.22222★ this version |
| 🇮🇳 IN | 3.71429★ | 21 | 3.71429★ this version |
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Private LLM - Local AI Chat: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
About this analysis
Why medium confidence: 698 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Private LLM - Local AI Chat make per month?▴
Based on our ML-calibrated revenue forecast, Private LLM - Local AI Chat earns approximately $35K/mo. This is a US-storefront-equivalent estimate; global revenue can be several times larger for internationally-distributed apps. See the methodology page for the full formula and confidence bands.
What apps are like Private LLM - Local AI Chat?▴
Browse the full Education category catalog to find similar apps with revenue, build cost, audience and tech stack data. Each /p/{slug} page also shows a Compare side-by-side widget with three peer apps from the same niche.
Who makes Private LLM - Local AI Chat?▴
Private LLM - Local AI Chat is published by Numen Technologies Limited on the Apple App Store. See the full publisher portfolio (other apps by the same developer) via the More by developer block on the product page above.
What is Private LLM - Local AI Chat's BU Score?▴
Private LLM - Local AI Chat has a BU Score of 66/100 (Solid). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.