--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Jambalaya Calculator" developer_entity: "Krillobyte LLC" bundle_id: "com.krillobyte.JambalayaCalculator" app_store_id: "6751805188" google_play_id: "com.google.android.calculator" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Paid" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-03-23" report_date: "2026-05-07" report_version: "1.1.3" total_reviews: 764847 overall_rating: 4.35 sentiment: "Mixed" sentiment_score: 65 confidence: "high" confidence_score: 0.8 top_praise_theme: "Utility of the calculator for large-scale event planning and group cooking tasks" top_complaint_theme: "Removal of real-time calculation display during input following the latest update" top_request_theme: "Integration of advanced mathematical functions including unit conversion and memory storage" review_sample_size: 51 total_review_count: 51 analyzed_review_count: 51 data_age_days: 51 momentum_velocity: "maintenance" intelligence_version: 3 nemesis: "Kitchen Calculator Pro" competitor_count: 11 tags: ["food & drink", "paid", "mixed sentiment", "mobile app", "app review", "app analysis", "louisiana-style", "cooks", "event"] canonical_url: "https://marlvel.ai/intel-report/food-drink/com-krillobyte-jambalayacalculator" license: "CC-BY-NC 4.0" content_version: "v2" last_verified: "2026-05-07T06:35:30.798Z" --- # Jambalaya Calculator App Audit ## TL;DR {#tldr} - **Category**: Food & Drink · Paid - **Signal**: Rating 4.35 · Sentiment Mixed - **Recent focus**: Removal of real-time calculation display during input following the latest update (top complaint) · Utility of the calculator for large-scale event planning and group cooking tasks (top praise) · Integration of advanced mathematical functions including unit conversion and memory storage (top request) > **TL;DR:** Jambalaya Calculator is a food & drink app by Krillobyte LLC, rated 4.35/5 by 764.8K users, with Mixed user sentiment (65/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Jambalaya Calculator shows Mixed sentiment (4.35/5 from 764.8K reviews) — users praise utility of the calculator for large-scale event planning and group cooking tasks but report issues with removal of real-time calculation display during input following the latest update. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.35/5 (764.8K reviews) | | **User Mood** | Mixed | | **Category** | Food & Drink | | **Developer** | Krillobyte LLC | | **Pricing** | Paid | | **Platforms** | iOS & Android | | **Confidence** | High (0.8/1.0) | | **Data Age** | 0d | ## Metadata & Market Performance - **Publisher:** Krillobyte LLC - **Category:** Food & Drink - **Target Audience:** Louisiana-style cooks and event planners who need precise, scalable ingredient ratios for large-batch cooking. - **Platforms:** iOS & Android - **Version Audited:** 1.1.3 - **Audit Date:** 2026-05-07 - **Signal Count:** 51 reviews analyzed - **Confidence:** High (0.8/1.0) - **App Store ID (iOS):** 6751805188 - **Bundle ID:** com.krillobyte.JambalayaCalculator - **Google Play ID:** com.google.android.calculator - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-05-07 - **Short Description:** A simple calculator utility for Android ## Executive Snapshot **What it is:** Jambalaya Calculator is a specialized culinary utility for scaling Louisiana-style recipes on iOS and Android. **Why users hire it:** Users hire this app to ensure precise, scalable ingredient ratios for large-batch cooking, replacing unreliable manual spreadsheets with a trusted, offline-capable engine. ## App DNA (Features & Intent) - **[Differentiator] Smart Calculation Modes:** Calculates ingredient quantities based on pot size, guest count, or existing meat and rice inventory. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Cooking Mode:** Provides a dedicated interface with built-in timers and input locking to prevent accidental changes during food preparation. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Cooking History Log:** Tracks past batches with user-generated ratings, photos, and notes. * *User Intent:* Users want visibility into their own performance and progress. ## Market Position {#market-position} The app holds the #16 Paid position in its category (↑18), signaling strong niche demand. The $4.99 price point remains competitive for professional-grade utility, provided the latest UI regressions are corrected. ## Monetization Strategy - **Model:** Paid - **Tiers:** One-time purchase at $4.99 - **Price:** iOS: $4.99 - **Analysis:** Paid model at $4.99 USD with no ads or subscriptions, positioning the app as a professional-grade utility for niche cooking. ## 🟡 User Sentiment (High Confidence: 51 of 51 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.35/5 - **Platform Split:** iOS 5.0/5 (4 ratings) | Android 4.4/5 (764.8K ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Utility of the calculator for large-scale event planning and group cooking tasks** ### Top Complaints (Impact Areas) - **Removal of real-time calculation display during input following the latest update** ### Top Requests (What Users Want) - **Integration of advanced mathematical functions including unit conversion and memory storage** ## SWOT Analysis {#swot} **Core Strengths:** - Authentic ratio-based engine preserves traditional Louisiana cooking standards - Offline-first architecture ensures reliability in remote cooking environments - History log accumulates personal batch data, increasing switching costs **Critical Frictions:** - Removal of real-time calculation feedback in the latest update - Reported application instability during usage sessions - Oversized UI elements and distracting flashing cursors **Growth Levers:** - Expansion into general-purpose scaling modes to capture non-regional cooks - Integration of advanced unit conversion tools to match system-native capabilities **Market Threats:** - Kitchen Calculator Pro's broader utility across all recipe types - Modern AI-powered recipe apps extracting ingredients from any source ## Recent Changes (v2 → v3) {#recent-changes} The app has entered a maintenance phase following a design update that introduced UI regressions and instability, negatively impacting user sentiment despite the addition of new utility features. **Overall trend**: Declining **Compared at**: 2026-05-07 ### High-impact changes - **[Removed] Removal of real-time calculation feedback** (features) — The latest update removed the live display of sums during input, which is now the primary user complaint. - **[Declined] Emergence of stability and UI complaints** (sentiment) — Sentiment shifted to mixed due to reports of application crashes and UI-related productivity regressions. - **[Shifted] Maintenance-mode transition** (positioning) — Development cadence slowed to ~9-week cycles with no new feature roadmap, signaling a shift from active growth to maintenance. ### Medium-impact changes - **[Added] New Cooking Mode and History Log** (features) — Added dedicated interface for timers/input locking and a history log for tracking past batches. - **[Shifted] Audience narrowing** (audience) — Target audience refined from general culinary enthusiasts to specifically Louisiana-style cooks and event planners. ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Jambalaya Calculator vs Kitchen Calculator Pro — Head to Head - **Kitchen Calculator Pro** by Innovative Mobile Apps: The leading premium paid utility for scaling ingredient ratios and converting culinary measurements. - **Key differences:** - Advanced ratio-based scaling engine - Comprehensive unit conversion library for professional and home kitchens - **Where Jambalaya Calculator wins:** - ✅ Domain-specific focus on Louisiana cuisine provides higher accuracy for batch-cooking than generic calculators - ✅ Simplified, single-purpose UX reduces friction compared to multi-feature kitchen utilities - **Where Kitchen Calculator Pro wins:** - ❌ Broad utility across all recipe types rather than being limited to specific regional dishes - ❌ Advanced unit conversion library allows for more flexible ingredient handling - **Verdict:** Defend the niche by emphasizing the 'perfect batch' guarantee for Jambalaya, but consider adding a 'General Scaling' mode to capture users who want to use the app for more than just Louisiana recipes. ### Contenders (Strong Challengers) - **Recipe Multiplier** by Mike Loves Robots: A specialized utility focused exclusively on scaling recipe quantities up or down. - Minimalist UI focused on rapid scaling - Offline-first calculation engine - **Cooking Conversions** by Digital Alchemy: Provides the mathematical precision for ingredient adjustments that the Jambalaya Calculator offers. - High-precision decimal scaling - Multi-unit conversion support - **Kitchen Math** by Vogel Apps: A utility-first app designed to solve scaling and conversion problems for home cooks. - Intuitive slider-based scaling - Batch size optimization tools - **Scale My Recipe** by Scale My Recipe LLC: A dedicated tool for calculating ingredient ratios when changing serving sizes. - Serving-size based scaling - Ingredient ratio preservation ### Peers (What They Do Better) - **Paprika Recipe Manager 3** by Hindsight Labs LLC: The industry standard for recipe management which includes robust automatic scaling features. - Cross-platform cloud syncing - Integrated web browser for recipe importing - **AnyList** by Purple Fork: Popular recipe organizer that allows users to scale ingredients and generate grocery lists. - Smart grocery list generation - Shared household lists - **Pitmaster BBQ Tool** by BBQ Pitmaster: Another specialized regional cooking utility (BBQ) that focuses on precision and scaling. - Meat-specific weight calculators - Temperature and timing tracking - **Sous Vide Dash** by PolyScience: A specialized culinary calculator for precision cooking, appealing to the same enthusiast demographic. - Time/temperature tables for sous vide - Scientific precision for food safety ### New Kids on the Block (What's Innovative) - **Pestle** by Will Clarke: A modern, high-growth recipe app that uses AI to extract and scale ingredients from any source. - AI-powered recipe extraction - Step-by-step cooking mode - **Crouton** by Devon Costello: A sleek, modern meal planner that emphasizes ingredient scaling and unit conversion. - Visual meal planning calendar - Clean, modern design language ## What's New - **Latest (v9.1 (886477075), 1 months ago):** Updated UI to Material 3 Expressive design. ## App Momentum (Maintenance) {#momentum} - Shipped bug and typo fixes. - Climbed 18 spots in category rankings. > **Cadence:** 5 total versions · 2 majors in last 6 months · 44 days since last update · 27 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Jambalaya Calculator is an established food & drink app that is a paid app. With a 4.35/5 rating from 764.8K reviews, it shows polarized user reception. > **Bottom Line:** The app dominates its niche through authentic ratio-based calculations, but the latest update’s UI regressions threaten its professional utility, so the PM must prioritize restoring live feedback to protect the $4.99 value proposition. **Best for:** Louisiana-style cooks and event planners who need precise, scalable ingredient ratios for large-batch cooking. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] [HIGH IMPACT] Restore real-time calculation display because its removal is the top complaint → stabilize user sentiment — *Sentiment analysis identifies the loss of live feedback as the primary driver of recent negative reviews.* _(trade-off: deprioritize Pause the planned UI design refresh — restoring core functionality takes precedence over aesthetic changes.)_ - [ ] [INVEST] [HIGH IMPACT] Audit stability logs to resolve crashes because users report being forced to the lock screen → reduce churn — *Unexpected closures are cited as a significant barrier to reliable usage during active cooking sessions.* _(trade-off: deprioritize Deprioritize the unit conversion feature request — stability is a prerequisite for retention.)_ ### Feature Gaps vs Competitors - Advanced unit conversion library (available in Kitchen Calculator Pro but absent here) - General-purpose scaling mode (available in Kitchen Calculator Pro but absent here) ### Outlook: Declining The niche cooking utility market is consolidating around high-precision tools, and the latest update's regressions leave this app exposed to rivals like Kitchen Calculator Pro. Immediate stabilization is required to prevent the current sentiment decline from eroding the #16 chart position. - 🔴 The latest update removed real-time calculation feedback, which triggers a sharp decline in user sentiment and productivity. - 🔴 Reported instability and unexpected closures during active cooking sessions drive negative reviews, which threatens the app's long-term retention. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.35/5 | | Total Reviews | 764.8K | | Sentiment | Mixed (65/100) | | Confidence | High | | Pricing Model | Paid | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Jambalaya Calculator** (this app) | 4.35/5 | Mixed | Krillobyte LLC | | [EatStreet Local Food Delivery](https://marlvel.ai/intel-report/food-drink/eatstreet-local-food-delivery) | 4.7/5 | Upset | EatStreet | | [Seamless: Local Food Delivery](https://marlvel.ai/intel-report/food-drink/seamless-local-food-delivery) | 4.7/5 | Upset | Seamless North America, LLC | | [Too Good To Go: End Food Waste](https://marlvel.ai/intel-report/food-drink/too-good-to-go-end-food-waste) | 4.9/5 | Excited | Too Good To Go | | [Postmates - Food Delivery](https://marlvel.ai/intel-report/food-drink/postmates-food-delivery) | 4.6/5 | Frustrated | Uber Technologies, Inc. | | [Dairy Queen® Food & Treats](https://marlvel.ai/intel-report/food-drink/dairy-queen-food-treats) | 4.5/5 | Frustrated | International Dairy Queen, Inc. | ## Company Profile - **Developer:** Krillobyte LLC - **Website:** [https://www.google.com/](https://www.google.com/) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/jambalaya-calculator/id6751805188?uo=2) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.google.android.calculator&hl=en&gl=us) - **Dev Site:** [Official Website](https://www.google.com/) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*EatStreet Local Food Delivery*](https://marlvel.ai/intel-report/food-drink/eatstreet-local-food-delivery) (EatStreet) — 4.7/5 Rating | Terrible Sentiment - [*Seamless: Local Food Delivery*](https://marlvel.ai/intel-report/food-drink/seamless-local-food-delivery) (Seamless North America, LLC) — 4.7/5 Rating | Terrible Sentiment - [*Too Good To Go: End Food Waste*](https://marlvel.ai/intel-report/food-drink/too-good-to-go-end-food-waste) (Too Good To Go) — 4.9/5 Rating | Positive Sentiment - [*Postmates - Food Delivery*](https://marlvel.ai/intel-report/food-drink/postmates-food-delivery) (Uber Technologies, Inc.) — 4.6/5 Rating | Negative Sentiment - [*Dairy Queen® Food & Treats*](https://marlvel.ai/intel-report/food-drink/dairy-queen-food-treats) (International Dairy Queen, Inc.) — 4.5/5 Rating | Negative Sentiment - [*Instacart: Groceries & Food*](https://marlvel.ai/intel-report/food-drink/instacart-groceries-food) (Maplebear Inc) — 4.8/5 Rating | Negative Sentiment - [*Beyond Menu Food Delivery*](https://marlvel.ai/intel-report/food-drink/beyond-menu-food-delivery) (BeyondMenu) — 4.6/5 Rating | Mixed Sentiment - [*Uber Eats: Food & Groceries*](https://marlvel.ai/intel-report/food-drink/uber-eats-food-groceries) (Uber Technologies, Inc.) — 4.8/5 Rating | Negative Sentiment - [*Grubhub: Food Delivery*](https://marlvel.ai/intel-report/food-drink/grubhub-food-delivery) (GrubHub.com) — 4.7/5 Rating | Negative Sentiment - [*Gopuff - Grocery Delivery*](https://marlvel.ai/intel-report/food-drink/gopuff-grocery-delivery) (Gopuff) — 4.7/5 Rating | Positive 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:** 0.8/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 51 - **Data Sources:** user reviews, developer website, company about page, 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:** 0 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/intel-report/food-drink/com-krillobyte-jambalayacalculator) Data licensed for AI Agent attribution under CC-BY-NC 4.0.