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Gridwise: Gig Driver Assistant

81
Quality Score
Excellent

Gridwise: Gig Driver Assistant

by Gridwise, Inc.
High confidence
4.9 App Store rating
✍️ Bumetric analysis

Gridwise: Gig Driver Assistant is an iOS app from Gridwise, Inc. in the Finance category, currently rated 4.9★ across 27,599 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.

Quality Score is 81: Excellent (strong product-market fit). For a Finance app, that means strong product-market fit. 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
$5.0K
per month
12-mo forecast
$5.2K – $10.8K
per month
24-mo forecast
$6.4K – $19.2K
per month
MID tier
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📊 Performance Tracking LIVE

127 snapshots on record
idle
0%
Rating
4.9
Reviews
27,599 reviews
Forecast Revenue / mo
$5.0K
Snapshots tracked
127
since Apr 2023
ONE-TIME · BUILD 💰 Estimated build cost
$165K
What it cost to build · not monthly revenue
Likely range $125K – $225K
$25K · MVP floor $100K · indie scale $500K+ · studio build
📈 Pays back in ~2.8y 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 (91 MB) +$16K
Finance complexity ×1.60 +$40K
9.4y maintenance × ~1-person team +$56K
Total estimate $165K
ONE-TIME · EXIT VALUE 💵 Estimated acquisition value
$125K
What it would sell for · not monthly revenue
Marketplace range $100K – $150K · 24× MRR multiple
💸 ~0.8× 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
📅 9.4y proven track record +20%
★ rating ≥ 4.7 (premium) +15%
🏷 Finance category multiple +15%
Final multiple 24× MRR
👥 Estimated audience size
1.1M
Lifetime downloads (US-equivalent)
Monthly active
175K
Daily active
70K

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
📲 Finance engagement ~60 installs / rating
📅 9.4y of rating accumulation -30%
🔁 Finance D30 retention 28%
📍 DAU / MAU stickiness 0.40
DAU / MAU 40% sticky
🛠 Estimated tech stack
🍎
Native iOS (Swift / UIKit)
Medium confidence · 60%
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 91 MB
🏷 Category context Finance
📦 Mid-large iOS bundle → Likely native Swift / UIKit (pre-2020 era)
💀 Maintenance status
Active
5%
Last shipped 2026-09-10 · 13 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
📅 13 days since last update Active development
Verdict Active
🔬

How we forecast this revenue

MEDIUM CONFIDENCE
Baseline
$5.0K/mo · ML-estimated from 234 triggers
Growth rate
+4.0% MoM · MID tier baseline (compound monthly)
6 months
$4.7K – $7.9K
12 months
$5.2K – $10.8K
24 months
$6.4K – $19.2K
Compound growth at +4.0% MoM (tier baseline for MID). Range widens with horizon — typical noise band ±25% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊

BU Investment Matrix

Below median · 49/100MID TIERunderperforming peers
GrowthFounderQualityRevenueMonetiz.MoatMarketSafety
Growth Velocity
5.0
Founder Strength
5.3
Product Quality
9.7
Revenue Strength
3.7
Monetization Maturity
1.0
Defensibility
4.3
Market Position
0.3
Operational Safety
10.0
  • 💰 Revenue: Modest — $3K - $7K/mo · MID tier · medium confidence, trajectory unclear.
  • ⭐ Quality: 4.86★ across 27,599 reviews — exceptional (top 1% in category).
  • 📍 Market: Not yet charting in any of the 9 monitored markets.
  • 📈 Growth: dev shipping weekly.
  • ⚠️ 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 = $90K-$160K. Portfolio play ($20K/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

MODEL
Revenue 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 13 of 13 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
Mid install base (27,599 ratings)METRIC
+$5,500
subscriptionREVIEW
+$2,500
Excellent rating (4.9★)METRIC
+$2,200
bugsREVIEW
−$1,800
5 starREVIEW
+$1,800
great valueREVIEW
+$1,600
cancelledREVIEW
−$1,500
excellent appREVIEW
+$1,500
Mature app (9y old)METRIC
+$1,500
highly recommendREVIEW
+$1,400
slowREVIEW
−$1,200
too expensiveREVIEW
−$1,000
Ad-supported / freemiumMETRIC
+$600
METRIC = structural app data · REVIEW = mined from user reviews · ✓ VERIFIED = Stripe-verified anchor (TrustMRR)

📈 Reviews Growth

LIVE
Cumulative review count from first BU snapshot. Each point = a tracked update.

⭐ Rating Trend

LIVE
Average rating evolution. Updates with each new review batch.

🆕 What's New · v3.81.1

This update includes improvements to the app experience, with a smoother setup flow and a few visual enhancements along the way.

Profile & Insights

Everything we know — and don't — about this app and its company.

Identification

App name
Gridwise: Gig Driver Assistant
Developer
Gridwise, Inc.
Bundle ID
com.gridwise.app
App Store URL
Open in App Store
Category
Finance
Content rating
4+
Languages
EN, ES

Company

Website
Not found
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
$5.0K/mo
Top-grossing rank
🇺🇸#31 /100
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 growth28,328 ratings+5979% lifetimeShow 3-year history estimate ▾Dec 2025Mar 2026Sep 2026
Tracked (60 weeks) Pre-tracking estimate (0 weeks) · model-based, ±5% noise · anchored to release date and current value
🗺️Geographic Distribution1 of 9 markets
🇺🇸
US
Top-grossing rank: #31 / 100
Other markets
Outside top 100
in US, GB, DE, FR, JP, CA, AU, BR, IN
This app currently ranks in only one of the 9 markets we monitor. Niche or regional apps often launch this way before global rollout. Rankings update daily.
📊Category Rank Trajectory#31 now · best #31 · worst #31
Lower line = better rank · Estimate from ratings growth model · Lower position on chart = worse rank · Higher = top of chart
🚀Update Frequency · Releases per Quarter5 releases tracked
32Q2 2026Q3 2026
🚀Version Release Timeline5 releases tracked
v3.78.0May 2026v3.79.0May 2026v3.80.0Jun 2026v3.80.1Jul 2026v3.81.1Sep 2026
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

Take your work to the next level by using Gridwise, the #1 business app for gig, hourly, and freelance workers.

Driving for Uber, Lyft, Doordash, Walmart Spark or Instacart? Get the all-in-one app uniquely built for rideshare and delivery drivers to track mileage, boost earnings, and get control of your expenses across all rideshare and delivery apps. Plus users get automatic earnings download for Uber, Lyft, Wingz, Uber Eats, DoorDash, Caviar, Instacart, Cornershop, Grubhub, Gopuff, Amazon Flex, Alto, Walmart Spark Driver, Shipt, Roadie, Point Pickup, Curb, Waitr, Favor Delivery, and more.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →
💾 91 MB🔞 4+📱 iOS 15.1+🔖 v3.81.1🔄 updated 1w ago🌐 EN, ES📂 Finance💰 Paid🚀 Launched 2017 (9y old)
📅

What Worked™ · Development Pipeline

18 EVENTS TRACKED
Detected 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 — v3.80.1 → v3.81.1
2026-07
🔧
Shipped update — v3.80.0 → v3.80.1
→ 30 days after: reviews +201 high confidence
2026-06
🔧
Shipped update — v3.79.0 → v3.80.0
→ 30 days after: reviews +245 high confidence
2026-05
🔧
Shipped update — v3.78.0 → v3.79.0
→ 30 days after: reviews +271 high confidence
2026-04
🔧
Shipped update — v? → v3.78.0
→ 30 days after: reviews +355 high confidence
2026-04
📈
Crossed 1,000 ratings — social-proof flywheel kicking in
→ 30 days after: reviews +222 high confidence
2026-04
Rating ↑ 4.30 → 4.86 (improved 0.56★)
→ 30 days after: reviews +222 high confidence
2026-03
📈
Crossed 500 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$20.2K/mo · rating +0.55★ · reviews +26,880 high confidence
2023-09
📈
Crossed 100 ratings — social-proof flywheel kicking in
→ 30 days after: rating +0.05★ · reviews +24 high confidence
2023-09
📈
Crossed 100 ratings — social-proof flywheel kicking in
→ 30 days after: reviews +12 high confidence
2023-06
📈
Crossed 50 ratings — social-proof flywheel kicking in
→ 30 days after: reviews +27 high confidence
2023-06
📈
Crossed 50 ratings — social-proof flywheel kicking in
→ 30 days after: rating +0.18★ · reviews +39 high confidence
2023-04
🚀
First tracked snapshot — initial data captured
→ 30 days after: rating +0.20★ · reviews +20 medium · co-occurring
2023-04
📈
Crossed 10 ratings — social-proof flywheel kicking in
→ 30 days after: rating +0.20★ · reviews +20 medium · co-occurring
2023-04
Rating ↓ 4.33 → 3.86 (dropped 0.47★)
→ 30 days after: rating +0.20★ · reviews +20 low · multiple changes
2023-04
Rating ↑ 3.50 → 4.00 (improved 0.50★)
2023-04
Rating ↓ 5.00 → 3.50 (dropped 1.50★)
2023-04
🚀
First tracked snapshot — initial data captured
🔎

ASO Keyword Positions

BEST RANK #29
Ranked for 1 App Store search query in our last keyword sweep. Lower position = closer to the top.
rideshare·#29🇺🇸
Last sweep: 2026-05-19 · iTunes Search API
🔔

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📝 Description

95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Gridwise: Gig Driver Assistant: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
Read deep-dive →

Similar apps in Finance

About this analysis
ZCAnalyzed by Zakhar Chumak · founder, Bumetric·Full methodology·High confidence

Why high confidence: 27,599 ratings · no founder-verified revenue (model estimate only).

Frequently Asked Questions

10 answers · auto-generated from this app's public data
How much does Gridwise make per month?
Based on our ML-calibrated revenue forecast, Gridwise earns approximately $5.0K/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 Gridwise profitable?
With estimated build cost $165K and monthly revenue $5.0K, Gridwise looks break-even-grade — payback period sits around 2.8 years. Profitability also depends on paid-acquisition spend and refund rate which the public model doesn't see.
How many users does Gridwise have?
Estimated audience: ~1.1M lifetime downloads, ~175K monthly active users, and ~70K 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 Gridwise?
Browse the full Finance 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 Gridwise built with?
Our heuristic places Gridwise on the Native iOS (Swift / UIKit) stack (Medium confidence, 60%). Signals: app bundle size, category context, store-description markers, release-date era. We don't disassemble binaries. Alternative possibilities: React Native, Flutter.
Is Gridwise still actively maintained?
Maintenance status: Active (5% abandonment risk). Last shipped version was 13 days ago. The risk score combines time-since-last-update with Editor's Choice / curated featuring + user-base maturity adjustments.
How much would Gridwise sell for?
Estimated acquisition value: $125K (marketplace range $100K – $150K). Calculated as 24× 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 Gridwise last updated?
Gridwise last shipped a new version on 2026-09-10 — less than a month ago. This is the date Apple / Google last accepted a new build, not a content-only push.
Who makes Gridwise?
Gridwise is published by Gridwise, Inc. 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 Gridwise's BU Score?
Gridwise has a BU Score of 81/100 (Excellent). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.