--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Caviar - Order Food Delivery" developer_entity: "Caviar, Inc." bundle_id: "com.trycaviar.consumer" app_store_id: "931355786" google_play_id: "com.trycaviar.customer" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-08-10" report_date: "2026-08-11" last_verified: "2026-08-11T00:00:00.000Z" report_version: "8.31.0" total_reviews: 195200 overall_rating: 4.7 sentiment: "Frustrated" sentiment_score: 25 confidence: "high" confidence_score: 0.85 top_praise_theme: "Diverse restaurant selection provides unique dining options not found on other delivery platforms" top_complaint_theme: "Frequent application crashes during order tracking and support interactions prevent users from managing deliveries" review_sample_size: 116 total_review_count: 116 analyzed_review_count: 68 data_age_days: 5 momentum_velocity: "intense" intelligence_version: 89 nemesis: "DoorDash: Food, Grocery, More" competitor_count: 27 tags: ["food & drink", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "urban", "consumers", "seeking"] canonical_url: "https://marlvel.ai/apps/caviar-order-food-delivery" license: "CC-BY-NC 4.0" content_version: "v2" --- # Caviar - Order Food Delivery Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 4.74 · Sentiment Frustrated - **Recent focus**: Frequent application crashes during order tracking and support interactions prevent users from managing deliveries (top complaint) · Diverse restaurant selection provides unique dining options not found on other delivery platforms (top praise) > **TL;DR:** Caviar - Order Food Delivery is a food & drink app by Caviar, Inc., rated 4.74/5 by 195.2K users, with Frustrated user sentiment (25/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Caviar - Order Food Delivery faces Frustrated user sentiment (4.74/5 from 195.2K reviews), with users reporting frequent application crashes during order tracking and support interactions prevent users from managing deliveries as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.74/5 (195.2K reviews) | | **User Mood** | Frustrated | | **Category** | Food & Drink | | **Developer** | Caviar, Inc. | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | High (0.85/1.0) | | **Data Age** | 5d | ## Metadata & Market Performance - **Publisher:** Caviar, Inc. - **Category:** Food & Drink - **Target Audience:** Urban consumers seeking delivery from curated, high-quality, or exclusive local restaurants. - **Platforms:** iOS & Android - **Version Reviewed:** 8.31.0 - **Report Date:** 2026-08-11 - **Signal Count:** 116 reviews analyzed - **Confidence:** High (0.85/1.0) - **App Store ID (iOS):** 931355786 - **Bundle ID:** com.trycaviar.consumer - **Google Play ID:** com.trycaviar.customer - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-08-11 - **Short Description:** Order food delivery or pick up from your favorite local takeout restaurants. ## Executive Snapshot **What it is:** Caviar is a food delivery app for urban consumers, providing access to curated and Michelin-rated local restaurants on iOS and Android. **Why users hire it:** Users hire Caviar for high-quality dining experiences that mass-market aggregators lack, prioritizing restaurant prestige over delivery speed or multi-category utility. ## App DNA (Features & Intent) - **[Differentiator] Curated Restaurant Selection:** Exclusive access to Michelin-rated eateries creates a brand barrier that drives user retention. - **[Standard] DashPass Integration:** Subscription model providing fee reductions to incentivize high-frequency ordering behavior. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} Caviar sits at #116 Free in the Food & Drink category (SG). The lack of multi-vertical delivery options compared to rivals like Uber Eats limits its total addressable market in the urban delivery space. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free delivery on first order, DashPass subscription for $0 delivery fees - **Analysis:** Monetization relies on a subscription-based model to incentivize high-frequency ordering through fee reduction. ## 🔴 User Sentiment (High Confidence: 68 of 116 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.74/5 - **Platform Split:** iOS 4.8/5 (171K ratings) | Android 4.5/5 (24.2K ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.74/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Diverse restaurant selection provides unique dining options not found on other delivery platforms** - **Direct delivery service model remains a preferred choice for users seeking reliable food transport** ### Top Complaints (Impact Areas) - **Frequent application crashes during order tracking and support interactions prevent users from managing deliveries** ## SWOT Analysis {#swot} **Core Strengths:** - Exclusive Michelin-rated restaurant partnerships create a defensible quality barrier - DashPass integration incentivizes high-frequency ordering behavior **Growth Levers:** - Expansion into B2B catering partnerships could leverage the existing high-end restaurant network ## Recent Changes (v88 → v89) {#recent-changes} The report now explicitly identifies the lack of multi-vertical delivery as a core competitive vulnerability and incorporates specific store ranking data to contextualize market position. **Overall trend**: Declining **Compared at**: 2026-08-11 ### Medium-impact changes - **[Added] Courier Tracking Reliability Gap** (features) - **[] Threat and Opportunity Refinement** (swot) ### Low-impact changes - **[] Market Ranking Inclusion** (positioning) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Caviar - Order Food Delivery vs DoorDash: Food, Grocery, More - **[DoorDash: Food, Grocery, More](https://marlvel.ai/apps/doordash-food-grocery-more-1)**: DoorDash competes by sharing the same DashPass subscription infrastructure and logistics network, forcing Caviar to defend its curated restaurant selection against DoorDash's massive restaurant volume. - **Key differences:** - Caviar focuses on curated Michelin-rated restaurant partnerships, whereas DoorDash prioritizes volume with over 310,000 restaurant menus. - DoorDash offers multi-vertical delivery including retail and grocery, while Caviar remains limited to restaurant food delivery. - DoorDash provides SNAP/EBT integration for broader accessibility, a feature absent from the Caviar platform. ### Contenders (Strong Challengers) - **[Uber Eats: Food and Grocery](https://marlvel.ai/apps/uber-eats-food-and-grocery)**: Both platforms compete for urban delivery spend, with Caviar focusing on curated restaurant partnerships while Uber Eats offers a broader multi-category marketplace for food, groceries, and household essentials. - Uber Eats provides multi-category delivery for groceries and household essentials, whereas Caviar remains focused on restaurant food. - Uber Eats integrates with the broader Uber authentication and payment flow, while Caviar relies on DoorDash infrastructure. - **[Deliveroo: Food & Shopping](https://marlvel.ai/apps/deliveroo-food-shopping-1)**: Both platforms target urban consumers with premium delivery services and compete for high-frequency orders through subscription models, specifically DashPass and Deliveroo Plus. - Deliveroo integrates grocery delivery via Deliveroo HOP; Caviar lacks multi-vertical options. - Deliveroo manages supply-side margins through Editions Kitchens; Caviar relies on external restaurant partnerships. - **[Bolt Food: Delivery & Takeaway](https://marlvel.ai/apps/bolt-food-delivery-takeaway)**: Bolt Food competes for the same urban delivery audience by offering a broader range of fulfillment options, including grocery and fast-food, which directly challenges the restaurant-only focus of Caviar. - Bolt Food integrates grocery delivery alongside restaurant orders, while Caviar limits its service to restaurant takeout. - Bolt Food provides real-time courier tracking as a core feature, whereas Caviar users report frequent crashes during this process. - **Instacart: Get Food Delivery**: Instacart competes by expanding into fast food delivery, directly overlapping with the restaurant-focused delivery model while capturing the broader grocery and home essentials market. - Instacart provides grocery and home essentials delivery, whereas Caviar focuses exclusively on curated restaurant dining. - Instacart promises delivery in as fast as 30 minutes, prioritizing speed over Caviar's premium restaurant curation. - **Beyond Menu - Food Delivery**: Beyond Menu competes for the same urban diner demographic by focusing on independent restaurant partnerships and lower, transparent pricing structures. This creates a direct alternative for users seeking local dining options outside of the national chain model. - Beyond Menu excludes large national chains to focus exclusively on independent local restaurant partnerships. - Beyond Menu advertises transparent pricing without hidden fees, contrasting with the standard delivery fee model. - **[Wonder: Food Delivery](https://marlvel.ai/apps/wonder-food-delivery)**: Both platforms target urban diners seeking curated, high-quality meals, creating direct competition for the same premium food delivery spend in East Coast markets. - Wonder uses proprietary food robotics to consolidate multi-cuisine orders into a single delivery. - Wonder eliminates delivery fees entirely, while Caviar requires a DashPass subscription for fee reduction. - **[Rocket Now: Food Delivery](https://marlvel.ai/apps/rocket-now-food-delivery)**: Both platforms compete for urban food delivery market share, though they diverge on value proposition: Caviar targets premium curation while Rocket Now targets price-sensitive users via a zero-fee model. - Rocket Now eliminates delivery and service fees, whereas Caviar relies on DashPass for fee reduction. - Rocket Now matches in-store menu pricing, avoiding the price inflation common on premium delivery platforms. ### Peers (What They Do Better) - **[Zomato: Food Delivery & Dining](https://marlvel.ai/apps/zomato-food-delivery-dining-1)**: Zomato serves urban residents in India and UAE with integrated discovery and delivery, mirroring Caviar's focus on urban dining at a larger regional scale. - Intercity Legends logistics network for regional delicacies - Gold membership subscription for high-frequency retention - **[Just Eat: Food and Shops](https://marlvel.ai/apps/just-eat-food-and-shops)**: Just Eat aggregates restaurant delivery with grocery and pharmacy items, expanding usage frequency beyond Caviar's restaurant-only model. - Multi-category marketplace bundling meals with household essentials - 90,000+ partner network for deep local coverage - **PedidosYa - Delivery Online**: PedidosYa offers a broad delivery marketplace for restaurants and pharmacies in Latin America, serving a similar urban convenience need as Caviar. - Multi-vertical delivery including pharmacies and supermarket chains - **[Wolt Delivery: Food and more](https://marlvel.ai/apps/wolt-delivery-food-and-more-1)**: Wolt Delivery provides on-demand logistics for food and retail across 25 countries, competing for the same urban office worker demographic as Caviar. - Wolt+ subscription for zero delivery fees - Double Order feature for bundling logistics from two venues - **[Grubhub: Food Delivery](https://marlvel.ai/apps/grubhub-food-delivery-1)**: Grubhub targets the same urban dining segment as Caviar but focuses on group orders through specific fee-elimination thresholds. - Fee-free threshold for orders over $50 - Grubhub Guarantee for order fulfillment assurance - **Rappi: Food Delivery, Grocery**: Rappi operates a multi-vertical delivery model in Latin America, providing a similar breadth of services as Caviar's potential expansion areas. - 200,000 restaurants and stores across 300 cities - **[Dodo Pizza Delivery](https://marlvel.ai/apps/dodo-pizza-delivery)**: Dodo Pizza Delivery focuses on casual dining and family orders with a direct-to-consumer model that competes with Caviar's restaurant-focused delivery. - Live-kitchen camera for trust - Dodocoins loyalty program for repeat purchase frequency - **[Gopuff - Grocery Delivery](https://marlvel.ai/apps/gopuff-grocery-delivery-1)**: Gopuff uses micro-fulfillment centers to provide rapid grocery and essential delivery, offering a speed-based alternative to Caviar's restaurant-first model. - Proprietary micro-fulfillment centers for sub-15-minute delivery - FAM membership for recurring revenue - **foodora: Food & Groceries**: foodora provides local restaurant delivery and takeaway services, serving a similar urban dining audience as Caviar. - Curated local restaurant selection for specific city markets - **Jack in the Box® - Order Food**: Jack in the Box offers a direct-to-consumer ordering interface for a specific restaurant chain, competing for the same meal-delivery occasions as Caviar. - The Jack Pack loyalty program for rewards - **Slice Local Pizza Delivery**: Slice aggregates local pizzerias into a single ordering interface, providing a niche alternative to Caviar's broader restaurant curation. - Specialized pizza customization tools - **[7NOW: Food Delivery & Alcohol](https://marlvel.ai/apps/7now-food-delivery-alcohol)**: 7NOW leverages a massive physical retail footprint to provide 24/7 delivery of essentials, competing for Caviar's convenience-seeking urban users. - SNAP EBT payment integration - 7-Eleven Cash Rewards loyalty system - **[Factor_ Prepared Meal Delivery](https://marlvel.ai/apps/factor-prepared-meal-delivery)**: Factor_ delivers ready-to-heat meals for health-conscious users, providing a subscription-based alternative to Caviar's on-demand restaurant delivery. - Chef-crafted, ready-to-heat meal model - Weekly subscription management for consistent meal planning - **[Shipt: Order Grocery Delivery](https://marlvel.ai/apps/shipt-order-grocery-delivery-1)**: Shipt connects users with personal shoppers for grocery and retail delivery, serving the same time-saving needs as Caviar's urban audience. - Personal shopper communication layer - Target Circle 360 integration for member benefits - **[Toast - Local Restaurants](https://marlvel.ai/apps/toast-local-restaurants-1)**: Toast facilitates direct-to-merchant ordering for local diners, providing a price-transparent alternative to Caviar's aggregator model. - Direct POS integration ensuring menu price parity - Rewards tracking for local patronage - **[Sushi Shop, meal delivery](https://marlvel.ai/apps/sushi-shop-meal-delivery)**: Sushi Shop offers a specialized delivery interface for Japanese cuisine, competing for the same convenience-focused dining occasions as Caviar. - My Sushi Shop loyalty program - Exclusive artist-designed menu boxes - **[HungryPanda: Food Delivery](https://marlvel.ai/apps/hungrypanda-food-delivery)**: HungryPanda serves the Asian diaspora with a specialized delivery platform, targeting a specific demographic segment that Caviar also reaches. - Panda Fresh grocery integration - Multi-language support for international cities - **Pokawa – Poke bowl delivery**: Pokawa provides a dedicated app for poke bowl delivery and pickup, competing for Caviar's casual dining audience. - Click and Collect option to avoid lines ### New Kids on the Block (What's Innovative) - **Rostic's: Takeaway & Delivery**: Rostic's offers a direct ordering interface for Rostic's menu items, competing for the same food delivery occasions as Caviar. - Coupon system for discounts ## What's New - **Latest (v8.28.0, 2 days ago):** General performance improvements and minor updates. ## App Momentum (Intense) {#momentum} - Ships weekly performance updates. - Last major release August 2026. > **Cadence:** 5 total versions · 0 majors in last 6 months · 2 days since last update · 5 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Caviar - Order Food Delivery is a food & drink app that is free with in-app purchases. With a 4.74/5 rating from 195.2K reviews, it draws more critical themes in recent reviews than its store average suggests. > **Bottom Line:** Caviar defends its premium niche through exclusive restaurant partnerships, but technical instability and poor automated support are eroding user trust, so the PM must prioritize app stability to prevent churn to multi-vertical rivals. **Best for:** Urban consumers seeking delivery from curated, high-quality, or exclusive local restaurants. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Rebuild order tracking module because frequent crashes block delivery management → reduce churn ### Feature Gaps vs Competitors - Multi-vertical grocery delivery (available in Uber Eats and Deliveroo but missing here) ### Outlook: Declining The urban delivery market is consolidating around multi-vertical utility, leaving Caviar's restaurant-only model increasingly exposed. Without addressing the technical instability and support friction, Caviar will continue to lose high-frequency users to competitors offering broader category coverage. - 🔴 Frequent application crashes during order tracking erode the daily active habit, which compounds the rating drag already visible on Android. - 🔴 Integration with the parent delivery company has degraded service quality and increased delivery times, driving users to multi-vertical competitors. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.74/5 | | Total Reviews | 195.2K | | Sentiment | Frustrated (25/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 2 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Caviar - Order Food Delivery** (this app) | 4.74/5 | Frustrated | Caviar, Inc. | | [Uber Eats: Food and Grocery](https://marlvel.ai/apps/uber-eats-food-and-grocery) | 4.6/5 | n/a | Uber Technologies, Inc. | | [7NOW: Food Delivery & Alcohol](https://marlvel.ai/apps/7now-food-delivery-alcohol) | 4.2/5 | n/a | 7-Eleven, Inc. | | [Bolt Food: Delivery & Takeaway](https://marlvel.ai/apps/bolt-food-delivery-takeaway) | 4.6/5 | N/A | Bolt Technology | | [DoorDash: Food, Grocery, More](https://marlvel.ai/apps/doordash-food-grocery-more-1) | 4.8/5 | n/a | DoorDash | | [Zomato: Food Delivery & Dining](https://marlvel.ai/apps/zomato-food-delivery-dining-1) | 4.7/5 | Mixed | Zomato | ## Company Profile - **Developer:** Caviar, Inc. - **Website:** [https://www.trycaviar.com](https://www.trycaviar.com) - **Social:** [Instagram](https://www.instagram.com/caviar) · [Facebook](https://www.facebook.com/trycaviar) · [X/Twitter](https://twitter.com/caviar) · [LinkedIn](https://www.linkedin.com/company/doordash) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/caviar-order-food-delivery/id931355786?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.trycaviar.customer&hl=en&gl=us) - **Dev Site:** [Official Website](https://www.trycaviar.com) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*Uber Eats: Food and Grocery*](https://marlvel.ai/apps/uber-eats-food-and-grocery) (Uber Technologies, Inc.) · 4.6/5 Rating - [*7NOW: Food Delivery & Alcohol*](https://marlvel.ai/apps/7now-food-delivery-alcohol) (7-Eleven, Inc.) · 4.2/5 Rating - [*Bolt Food: Delivery & Takeaway*](https://marlvel.ai/apps/bolt-food-delivery-takeaway) (Bolt Technology) · 4.6/5 Rating - [*DoorDash: Food, Grocery, More*](https://marlvel.ai/apps/doordash-food-grocery-more-1) (DoorDash) · 4.8/5 Rating - [*Zomato: Food Delivery & Dining*](https://marlvel.ai/apps/zomato-food-delivery-dining-1) (Zomato) · 4.7/5 Rating - [*Deliveroo: Food & Shopping*](https://marlvel.ai/apps/deliveroo-food-shopping-1) (Deliveroo) · 4.6/5 Rating - [*Grubhub: Food Delivery*](https://marlvel.ai/apps/grubhub-food-delivery-1) (Grubhub) · 4.7/5 Rating - [*Dodo Pizza Delivery*](https://marlvel.ai/apps/dodo-pizza-delivery) (DODO Brands International DMCC) · 4.9/5 Rating | Positive Sentiment - [*Wolt Delivery: Food and more*](https://marlvel.ai/apps/wolt-delivery-food-and-more-1) (Wolt Oy) · 4.8/5 Rating - [*Sushi Shop, meal delivery*](https://marlvel.ai/apps/sushi-shop-meal-delivery) (SUSHI SHOP) · 4.7/5 Rating ## Frequently Asked Questions {#faq} ### Is Caviar worth it for high-end restaurant delivery? Caviar is designed for users prioritizing curated, Michelin-rated restaurant partnerships. If you value exclusive dining options over multi-vertical utility like grocery delivery, it remains a specialized choice. ### How does Caviar compare to Uber Eats? Caviar focuses on curated restaurant partnerships, while Uber Eats operates a broader multi-category marketplace including groceries and household essentials. ### Is Caviar safe for ordering food? Caviar provides no-contact delivery by default. However, recent user reviews highlight frustration with application instability and automated support when issues arise with orders. ### What are some alternatives to Caviar? Users seeking broader delivery options should consider Uber Eats or Deliveroo, which offer integrated grocery and household essentials alongside restaurant delivery. ## 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 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:** 0.85/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 116 - **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:** 5 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/caviar-order-food-delivery) Data licensed for AI Agent attribution under CC-BY-NC 4.0.