--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Mileage Ledger" developer_entity: "KARLA HARMON IBIGBAMI" bundle_id: "com.karlaibigbami.MileageLog" app_store_id: "6758890321" category: "Utilities" primary_platform: "ios" primary_monetization: "Paid" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-03-25" report_date: "2026-05-04" report_version: "1.1.0" total_reviews: 1 overall_rating: 5 confidence: "low" confidence_score: 0.2 data_age_days: 58 intelligence_version: 2 tags: ["utilities", "paid", "mobile app", "app review", "app analysis", "freelancers,", "contractors,", "small"] canonical_url: "https://marlvel.ai/apps/mileage-ledger" license: "CC-BY-NC 4.0" content_version: "v2" last_verified: "2026-05-04T22:06:39.165Z" --- # Mileage Ledger App Audit ## TL;DR {#tldr} - **Category**: Utilities · Paid - **Signal**: Rating 5 > **TL;DR:** Mileage Ledger is a utilities app by KARLA HARMON IBIGBAMI, rated 5/5 by 1 users, available on iOS. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Mileage Ledger is a utilities app by KARLA HARMON IBIGBAMI. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (1 reviews) | | **Category** | Utilities | | **Developer** | KARLA HARMON IBIGBAMI | | **Pricing** | Paid | | **Platforms** | iOS | | **Confidence** | Low (0.2/1.0) | | **Data Age** | 58d | ## Metadata & Market Performance - **Publisher:** KARLA HARMON IBIGBAMI - **Category:** Utilities - **Target Audience:** Freelancers, contractors, and small business owners requiring a secure, manual mileage log for tax documentation. - **Platforms:** iOS - **Version Audited:** 1.1.0 - **Audit Date:** 2026-05-04 - **Signal Count:** 1 reviews analyzed - **Confidence:** Low (0.2/1.0) - **App Store ID (iOS):** 6758890321 - **Bundle ID:** com.karlaibigbami.MileageLog - **Data Window:** Analysis based on signals collected up to 2026-05-04 ## Executive Snapshot Mileage Ledger is a privacy-focused utility for tracking business and personal vehicle mileage through manual odometer entries. It operates entirely offline without cloud services, accounts, or GPS tracking, ensuring all data remains local to the user's device. ## App DNA (Features & Intent) - **[Standard] Manual Odometer Tracking:** Users log trips by entering odometer readings manually, avoiding the need for GPS or cloud connectivity. * *User Intent:* Users expect seamless access across multiple devices. - **[Standard] Data Privacy and Security:** The app features local-only storage and an App Lock function compatible with Face ID and Touch ID. * *User Intent:* Users prioritize data protection and trust in the platform. - **[Standard] Reporting and Analytics:** Provides yearly and monthly mileage summaries, estimated tax deductions, and CSV or PDF export capabilities. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Multi-Vehicle Support:** Allows users to manage and categorize mileage logs across multiple vehicles. ## Monetization Strategy - **Model:** Paid - **Price:** iOS: $4.99 ## The "So What?" (Strategic Takeaway) {#so-what} Mileage Ledger is an established utilities app that is a paid app. With a 5/5 rating from 1 reviews, it shows polarized user reception. > **Bottom Line:** This is a strictly offline, privacy-first mileage tracking tool that prioritizes data ownership by avoiding cloud services and subscriptions. **Best for:** Freelancers, contractors, and small business owners requiring a secure, manual mileage log for tax documentation. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 1 | | Confidence | Low | | Pricing Model | Paid | | Platforms | iOS | | Key Features | 4 analyzed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Mileage Ledger** (this app) | 5/5 | N/A | KARLA HARMON IBIGBAMI | | [V2Box - V2ray Client](https://marlvel.ai/apps/v2box-v2ray-client) | 4.5/5 | Mixed | techlaim | | [Potatso](https://marlvel.ai/apps/potatso) | 4.4/5 | Frustrated | Potatso Lab LTD | | [Free VPN by Free VPN .org™](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) | 4.3/5 | Mixed | Free VPN LLC | | [Quantumult X](https://marlvel.ai/apps/quantumult-x) | 3.9/5 | Frustrated | Cross Utility Ltd | | [Calculator# Hide Photos Videos](https://marlvel.ai/apps/calculator-hide-photos-videos) | 4.4/5 | N/A | NewSoftwares.net | ## Company Profile - **Developer:** KARLA HARMON IBIGBAMI ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/mileage-ledger/id6758890321?uo=4) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*V2Box - V2ray Client*](https://marlvel.ai/apps/v2box-v2ray-client) (techlaim) — 4.5/5 Rating | Mixed Sentiment - [*Potatso*](https://marlvel.ai/apps/potatso) (Potatso Lab LTD) — 4.4/5 Rating | Negative Sentiment - [*Free VPN by Free VPN .org™*](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) (Free VPN LLC) — 4.3/5 Rating | Mixed Sentiment - [*Quantumult X*](https://marlvel.ai/apps/quantumult-x) (Cross Utility Ltd) — 3.9/5 Rating | Negative Sentiment - [*Calculator# Hide Photos Videos*](https://marlvel.ai/apps/calculator-hide-photos-videos) (NewSoftwares.net) — 4.4/5 Rating | N/A Sentiment - [*nasin sitelen Wakalito*](https://marlvel.ai/apps/nasin-sitelen-wakalito) (Theodore Dubois) — 3.8/5 Rating | N/A Sentiment - [*Rizz AI Chat Coach: Grizzly AI*](https://marlvel.ai/apps/grizzly-ai-gen-z-message-coach) (Tetiana Oliinyk) — 4.7/5 Rating | N/A Sentiment - [*Translate Snap Scan Translator*](https://marlvel.ai/apps/translate-snap-scan-translator) (Nayer AbuAlSoud) — 4.3/5 Rating | Mixed Sentiment - [*Avoiding Happy Belated*](https://marlvel.ai/apps/avoiding-happy-belated) (Shriansh Shrivastava) — N/A Rating | N/A Sentiment - [*Scale for grams - weight scale*](https://marlvel.ai/apps/scale-for-grams-weight-scale) (Dung Vu) — 4.7/5 Rating | N/A Sentiment ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** — Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** — Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** — Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction and evidence quoting. 4. **Competitive Landscape Analysis** — Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** — Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.2/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 1 - **Data Sources:** user reviews, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 58 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/mileage-ledger) Data licensed for AI Agent attribution under CC-BY-NC 4.0.