--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Options Pricing Monte Carlo" developer_entity: "Tenacious App Production, LLC" bundle_id: "AlanComan.BlackScholes" app_store_id: "1364308279" category: "Finance" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2021-02-26" report_date: "2026-09-14" last_verified: "2026-09-14T00:00:00.000Z" report_version: "2.2.0" total_reviews: 3 overall_rating: 5 confidence: "low" confidence_score: 0.05 data_age_days: 17 momentum_velocity: "zombie" intelligence_version: 2 tags: ["finance", "free", "mobile app", "app review", "app analysis", "finance", "students", "quantitative"] canonical_url: "https://marlvel.ai/apps/options-pricing-monte-carlo" license: "CC-BY-NC 4.0" content_version: "v2" --- ## ⚠ Content Warning This report covers topics classified as sensitive (finance). Information is aggregated from public sources for informational purposes only. This is not financial or investment advice. Always do your own research. --- # Options Pricing Monte Carlo Intelligence Report ## TL;DR {#tldr} - **Category**: Finance · Free - **Signal**: Rating 5 > **TL;DR:** Options Pricing Monte Carlo is a finance app by Tenacious App Production, LLC, rated 5/5 by 3 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Options Pricing Monte Carlo is a finance app by Tenacious App Production, LLC. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (3 reviews) | | **Category** | Finance | | **Developer** | Tenacious App Production, LLC | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 17d | ## Metadata & Market Performance - **Publisher:** Tenacious App Production, LLC - **Category:** Finance - **Target Audience:** Finance students and quantitative professionals requiring specialized option pricing models and stochastic volatility simulations. - **Platforms:** iOS - **Version Reviewed:** 2.2.0 - **Report Date:** 2026-09-14 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 1364308279 - **Bundle ID:** AlanComan.BlackScholes - **Data Window:** Analysis based on signals collected up to 2026-09-14 ## Executive Snapshot **What it is:** Options Pricing Monte Carlo is a finance utility for quantitative simulation and option pricing on iOS. **Why users hire it:** It removes the friction of manual integration and complex simulation setup for finance students and quantitative professionals. ## App DNA (Features & Intent) - **[Standard] Monte Carlo Simulator:** Calculates pricing for European and power options using simulation methods. - **[Differentiator] Heston Model Tab:** Prices options under stochastic volatility conditions using Monte Carlo simulation. - **[Standard] Black-Scholes Calculator:** Computes option prices, greeks, and implied volatility. - **[Differentiator] Brownian Motion Visualizer:** Plots 2D or time-based Brownian motion with drift in the simulation tab. ## Market Position {#market-position} Options Pricing Monte Carlo serves a narrow quantitative finance niche with a 5.0-star rating across 3 reviews. The lack of updates since 2021 indicates a static market position rather than active growth. ## Monetization Strategy - **Model:** Free - **Tiers:** Free - **Analysis:** Options Pricing Monte Carlo is distributed as a free utility with no visible in-app purchases or subscription tiers. ## SWOT Analysis {#swot} **Core Strengths:** - Heston model tab provides specialized stochastic volatility simulation **Growth Levers:** - Modernize simulation engine for current quantitative finance standards ## What's New - **Latest (v2.2.0, 5 years ago):** Introduced a completely redesigned user interface. ## App Momentum (Zombie) {#momentum} - Dormant development for 66 months. - Last major release February 2021. > **Cadence:** 1 total versions · 1 majors in last 6 months · 2025 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Options Pricing Monte Carlo is a finance app that is completely free. It holds a 5/5 rating from 3 reviews. > **Bottom Line:** Options Pricing Monte Carlo provides a functional, free utility for specialized quantitative finance tasks, but the five-year development gap signals a lack of active support. If the developer does not resume maintenance, the tool risks becoming incompatible with current mobile operating systems. **Best for:** Finance students and quantitative professionals requiring specialized option pricing models and stochastic volatility simulations. ### PM Action Plan (Next Best Moves) - [ ] [MAINTAIN] Audit simulation engine compatibility because the app has not been updated in 5 years → prevent silent failure ### Outlook: Stable The quantitative finance utility market is shifting toward cloud-integrated, subscription-based platforms. Options Pricing Monte Carlo remains a static, free reference tool, which limits its ability to compete with modern, data-connected alternatives. - ⚪ The app remains in maintenance mode, providing a stable but static utility for quantitative finance students. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 3 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 4 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Options Pricing Monte Carlo** (this app) | 5/5 | N/A | Tenacious App Production, LLC | | [Polymarket: Trade Live Sports](https://marlvel.ai/apps/polymarket) | 4.6/5 | n/a | Polymarket | | [ATLAS:EARTH - Fun Cashback!](https://marlvel.ai/apps/atlas-earth-fun-cashback) | 4.5/5 | n/a | Atlas Reality, Inc. | | [Fidelity Investments](https://marlvel.ai/apps/fidelity-investments) | 4.4/5 | n/a | Fidelity Investments | | [Kalshi: Trade Football & more](https://marlvel.ai/apps/kalshi-trade-news-sports) | 4.8/5 | n/a | KalshiEX LLC | | [Webull: Investing & Trading](https://marlvel.ai/apps/webull-investing-trading) | 4.6/5 | n/a | Webull Technologies Pte. Ltd. | ## Company Profile - **Developer:** Tenacious App Production, LLC ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/options-pricing-monte-carlo/id1364308279?uo=4) - **Sources:** App store metadata. ## Related Intel Reports - [*Polymarket: Trade Live Sports*](https://marlvel.ai/apps/polymarket) (Polymarket) · 4.6/5 Rating - [*ATLAS:EARTH - Fun Cashback!*](https://marlvel.ai/apps/atlas-earth-fun-cashback) (Atlas Reality, Inc.) · 4.5/5 Rating - [*Fidelity Investments*](https://marlvel.ai/apps/fidelity-investments) (Fidelity Investments) · 4.4/5 Rating - [*Kalshi: Trade Football & more*](https://marlvel.ai/apps/kalshi-trade-news-sports) (KalshiEX LLC) · 4.8/5 Rating - [*Webull: Investing & Trading*](https://marlvel.ai/apps/webull-investing-trading) (Webull Technologies Pte. 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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 into synthesised themes (no verbatim quotes). 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:** 0.05/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 17 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/options-pricing-monte-carlo) Data licensed for AI Agent attribution under CC-BY-NC 4.0.