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 Shopping category, currently rated 4.2★ across 735 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 Shopping 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
72 snapshots on record
Rating
4.2
Reviews
735 reviews
Forecast Revenue / mo
$6.3K
Snapshots tracked
72
since Jun 2023
ONE-TIME · BUILD
💰 Estimated build cost
$140K
↳ What it cost to build · not monthly revenue
Likely range $105K – $190K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~1.8y 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 (1298 MB) | +$40K |
| ⚙ Shopping complexity ×1.30 | +$27K |
| ⚙ 3.4y maintenance × ~1-person team | +$20K |
Total estimate
$140K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$100K
↳ What it would sell for · not monthly revenue
Marketplace range $75K – $125K · 16× MRR multiple
💸
~0.7× build cost (under-water)
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 |
| 📅 3.4y proven track record | +17% |
| 🏷 Shopping category multiple | +2% |
| ⭐ Small user base (<1K ratings) | -8% |
Final multiple
16× MRR
👥 Estimated audience size
60K
Lifetime downloads (US-equivalent)
Monthly active
6.6K
Daily active
1.1K
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
| 📲 Shopping engagement | ~100 installs / rating |
| 📅 3.4y of rating accumulation | -17% |
| 🔁 Shopping D30 retention | 12% |
| 📍 DAU / MAU stickiness | 0.18 |
DAU / MAU
17% sticky
🛠 Estimated tech stack
🍎
Native iOS (SwiftUI)
Medium confidence · 55%
Also possible
React Native
Flutter
Heuristic guess from app bundle size, category, store description signals, and release-date stack era. Bumetric does not disassemble binaries — for binary-level certainty you would need an SDK intelligence tool or the manifest itself. Reasoning chain on the right. Full ruleset on /methodology.
Signals we read
| 📦 App bundle size | 1298 MB |
| 🏷 Category context | Shopping |
| 📦 Large iOS bundle | → Native SwiftUI (post-2020 era) + assets |
💀 Maintenance status
Likely abandoned
88%
Last shipped 2023-06-05 · 1252 days ago
0 · Active
50 · At risk
100 · Abandoned
Heuristic risk score from time-since-last-update + ratings velocity proxy + Editor's Choice / curated featuring signals. Calibrated against 2024-2025 app-store ranking decay reports. Not a guarantee — a quiet app with a healthy codebase looks the same as an abandoned one until something breaks. Full math on /methodology.
Risk signals
| 📅 3y+ since last update | Likely abandoned |
Verdict
Likely abandoned
🔬
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 tierGrowth Velocity
5.0
Founder Strength
5.5
Product Quality
5.8
Revenue Strength
3.8
Monetization Maturity
1.0
Defensibility
2.9
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Modest — $2K - $15K/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.15★ across 735 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 (735 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 · v1.9.16
- Chat history. Your conversations are now saved on device and kept in a new conversation list, with search that looks inside every chat, plus rename and delete.
- Conversations remember their model.… Full release notes →
- Conversations remember their model.… 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
- Shopping
- Content rating
- 12+
- Languages
- EN
Company
- Website
- privatellm.app
- Tagline
- Today
- Description
- Find apps and games for iPhone, iPad, Mac, and more on the App Store.
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Available
Revenue
- Reported revenue signal / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- Model estimate / mo
- $6.3K/mo
- Top-grossing rank
- Outside top 100 in US Shopping
- 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 growth735 ratings+1067% lifetimeShow 3-year history estimate ▾
Tracked (60 weeks) Pre-tracking estimate (0 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%)
🚀Update Frequency · Releases per Quarter4 releases tracked
🚀Version Release Timeline4 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+🔖 v1.9.16🔄 updated 3y ago🌐 EN📂 Shopping🤖 Uses AI💰 Paid🚀 Launched 2023 (3y old)
📅
What Worked™ · Development Pipeline
20 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 →
2026-09
🔧
Shipped update — v1.9.15 → v1.9.16
→ 30 days after: reviews +21 high confidence
2026-07
🔧
Shipped update — v1.9.12 → v1.9.15
→ 30 days after: reviews +15 high confidence
2026-05
💲
Went paid — introduced $4.99 price point
→ 30 days after: reviews +23 high confidence
2026-04
⭐
Rating ↑ 3.43 → 4.21 (improved 0.78★)
→ 30 days after: reviews +58 medium · co-occurring
2026-04
📈
Crossed 500 ratings — social-proof flywheel kicking in
→ 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 |
|---|---|---|---|
| 🇦🇺 AU | 3.96667★ | 60 | 3.96667★ this version |
| 🇧🇷 BR | 4.22222★ | 9 | 4.22222★ this version |
| 🇨🇦 CA | 4.22368★ | 76 | 4.22368★ this version |
| 🇩🇪 DE | 3.85345★ | 116 | 3.85345★ this version |
| 🇫🇷 FR | 3.87179★ | 39 | 3.87179★ this version |
| 🇬🇧 GB | 3.90789★ | 76 | 3.90789★ this version |
| 🇮🇳 IN | 3.71429★ | 21 | 3.71429★ this version |
| 🇯🇵 JP | 3.22222★ | 27 | 3.22222★ this version |
| 🇺🇸 US | 4.14825★ | 742 | 4.14825★ 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: 735 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
10 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 $6.3K/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.
Is Private LLM - Local AI Chat profitable?▴
With estimated build cost $140K and monthly revenue $6.3K, Private LLM - Local AI Chat looks break-even-grade — payback period sits around 1.8 years. Profitability also depends on paid-acquisition spend and refund rate which the public model doesn't see.
How many users does Private LLM - Local AI Chat have?▴
Estimated audience: ~60K lifetime downloads, ~6K monthly active users, and ~1K daily active users. Derived from ratings count × category installs-per-rating × age decay. US-storefront-equivalent — global audience can be 5-10× larger for internationally-distributed apps.
What apps are like Private LLM - Local AI Chat?▴
Browse the full Shopping 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.
What is Private LLM - Local AI Chat built with?▴
Our heuristic places Private LLM - Local AI Chat on the Native iOS (SwiftUI) stack (Medium confidence, 55%). Signals: app bundle size, category context, store-description markers, release-date era. We don't disassemble binaries. Alternative possibilities: React Native, Flutter.
Is Private LLM - Local AI Chat still actively maintained?▴
Maintenance status: Likely abandoned (88% abandonment risk). Last shipped version was 3+ years ago. The risk score combines time-since-last-update with Editor's Choice / curated featuring + user-base maturity adjustments.
How much would Private LLM - Local AI Chat sell for?▴
Estimated acquisition value: $100K (marketplace range $75K – $125K). Calculated as 16× monthly revenue using the standard multiple for the detected monetization model + adjustments for age, rating quality and category demand. Calibrated against 2024-2026 Flippa / Acquire.com / MicroAcquire closed-deal medians.
When was Private LLM - Local AI Chat last updated?▴
Private LLM - Local AI Chat last shipped a new version on 2023-06-05 — more than 3 year(s) ago. This is the date Apple / Google last accepted a new build, not a content-only push.
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.