---
schema_type: "SoftwareApplication"
entity_type: "Mobile Application"
app_name: "Quotr Pro - AI Estimate Maker"
developer_entity: "Supawat Kaewma"
bundle_id: "com.quotr.pro"
app_store_id: "6759211998"
category: "Business"
primary_platform: "ios"
primary_monetization: "Subscription"
offline_capable: false
market_region: "US"
platforms: "iOS"
app_last_updated: "2026-08-06"
report_date: "2026-09-05"
last_verified: "2026-09-05T00:00:00.000Z"
report_version: "1.28"
total_reviews: 37
overall_rating: 4.7
sentiment: "Thrilled"
sentiment_score: 90
confidence: "medium"
confidence_score: 0.55
top_praise_theme: "Multi-room estimation tools now calculate costs based on local ZIP codes rather than default rates"
review_sample_size: 1
total_review_count: 1
analyzed_review_count: 1
data_age_days: 71
momentum_velocity: "steady"
intelligence_version: 3
tags: ["business", "subscription", "thrilled sentiment", "mobile app", "app review", "app analysis", "residential", "contractors,", "handymen,"]
canonical_url: "https://marlvel.ai/apps/quotr-pro-ai-estimate-maker"
license: "CC-BY-NC 4.0"
content_version: "v2"
---

# Quotr Pro - AI Estimate Maker Intelligence Report

## TL;DR {#tldr}

- **Category**: Business · Subscription
- **Signal**: Rating 4.73 · Sentiment Thrilled
- **Recent focus**: Multi-room estimation tools now calculate costs based on local ZIP codes rather than default rates (top praise)

> **TL;DR:** Quotr Pro - AI Estimate Maker is a business app by Supawat Kaewma, rated 4.73/5 by 37 users, with Thrilled user sentiment (90/100), available on iOS.
>
> **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence.

<!-- speakable-start -->
> **Key Insight:** Quotr Pro - AI Estimate Maker maintains Thrilled user sentiment (4.73/5 from 37 reviews), with users consistently praising multi-room estimation tools now calculate costs based on local zip codes rather than default rates.
<!-- speakable-end -->

## Quick Facts

| Fact | Value |
| :--- | :--- |
| **Rating** | 4.73/5 (37 reviews) |
| **User Mood** | Thrilled |
| **Category** | Business |
| **Developer** | Supawat Kaewma |
| **Pricing** | Subscription |
| **Platforms** | iOS |
| **Confidence** | Medium (0.55/1.0) |
| **Data Age** | 71d |

## Metadata & Market Performance
- **Publisher:** Supawat Kaewma
- **Category:** Business
- **Target Audience:** Residential contractors, handymen, and trade pros who need to generate professional, accurate quotes on-site to increase job close rates.
- **Platforms:** iOS
- **Version Reviewed:** 1.28
- **Report Date:** 2026-09-05
- **Signal Count:** 1 review analyzed
- **Confidence:** Medium (0.55/1.0)
- **App Store ID (iOS):** 6759211998
- **Bundle ID:** com.quotr.pro
- **Performance Trend:** Improving
- **Data Window:** Analysis based on signals collected up to 2026-09-05

<!-- section:executive-snapshot -->
## Executive Snapshot
**What it is:** Quotr Pro is an AI-powered estimating and proposal tool for residential contractors on iOS.
**Why users hire it:** It removes the administrative cost of manual quote generation by automating material and labor calculations based on local market data.
<!-- /section:executive-snapshot -->

<!-- section:features -->
## App DNA (Features & Intent)
- **[Differentiator] AI-Powered Estimate Generation:** Converts job photos into detailed material and labor breakdowns.
  * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior.
- **[Differentiator] Real-Time Local Pricing:** Pulls material costs from Home Depot by ZIP code.
- **[Standard] Digital Proposals and Invoicing:** Converts estimates into signed, branded documents with payment links.
  * *User Intent:* Users seek enhanced value through premium features.
<!-- /section:features -->

<!-- section:market-position -->
## Market Position {#market-position}

Quotr Pro occupies the specialized estimating niche within the Business category, maintaining a 4.7-star rating across 37 total ratings. The $49/month price point targets professional users who prioritize bid accuracy over low-cost entry-level tools.
<!-- /section:market-position -->

## Monetization Strategy
- **Model:** Subscription
- **Tiers:** First 5 estimates free with trial, $49/month for full access
- **Analysis:** Subscription model anchored at $49/month, targeting professional contractors with a 30-day money-back guarantee.

<!-- section:sentiment -->
## 🟢 User Sentiment (Medium Confidence: 1 of 1 review analyzed) {#user-sentiment}
- **Overall Rating:** 4.73/5
- **Platform Split:** iOS 4.7/5 (37 ratings)
- **Overall Sentiment:** Thrilled

### Top Praises
- **Multi-room estimation tools now calculate costs based on local ZIP codes rather than default rates**

<!-- /section:sentiment -->
<!-- section:swot -->
## SWOT Analysis {#swot}

**Core Strengths:**
- Localized pricing engine pulls real-time material costs from Home Depot
- Photo-to-proposal workflow reduces bid turnaround time for on-site contractors

**Growth Levers:**
- AR-based measurement integration would further differentiate the proposal workflow


<!-- /section:swot -->
## Recent Changes (v2 → v3) {#recent-changes}

Quotr Pro shifted its strategic focus toward capturing the solo-contractor segment by planning an A/B test for a lower-cost 'Starter' tier and clarifying its data source integration.

**Overall trend**: Improving
**Compared at**: 2026-09-05

### High-impact changes
- **[Shifted] Strategic Pivot to Tiered Pricing** (pricing)

### Medium-impact changes
- **[Improved] Data Source Transparency** (features)
- **[Added] Competitive Pricing Weakness** (swot)

<!-- section:whats-new -->
## What's New

- **Latest (v1.28, 1 months ago):** Multi-room estimates now utilize local ZIP code-based pricing for more accurate material and labor cost calculations.
<!-- /section:whats-new -->

<!-- section:momentum -->
## App Momentum (Steady) {#momentum}

- Shipped ZIP-based local pricing feature.
- Maintains monthly update cadence.

> **Cadence:** 1 total versions · 1 majors in last 6 months · 30 days since last update

<!-- /section:momentum -->

<!-- section:so-what -->
## The "So What?" (Strategic Takeaway) {#so-what}

Quotr Pro - AI Estimate Maker is a business app.
It holds a 4.73/5 rating from 37 reviews.

<!-- speakable-start -->
> **Bottom Line:** Quotr Pro wins by providing localized bid accuracy that manual tools cannot match, but the high subscription cost limits its reach to larger firms. Pivoting to a tiered pricing model would unlock the solo-contractor segment without sacrificing the core value proposition.
<!-- speakable-end -->

**Best for:** Residential contractors, handymen, and trade pros who need to generate professional, accurate quotes on-site to increase job close rates.

<!-- section:pm-actions -->
### PM Action Plan (Next Best Moves)

- [ ] [PIVOT] A/B test a lower-cost 'Starter' tier because the $49/month price is a barrier for solo handymen → increase top-of-funnel conversion.
<!-- /section:pm-actions -->

<!-- section:outlook -->
### Outlook: Stable

The contractor software market is consolidating around tools that provide immediate financial utility, such as instant invoicing and accurate bidding. Quotr Pro is well-positioned to capture the professional segment by focusing on bid precision, but it must ensure its pricing model remains competitive as broader project management suites enter the space.

- 🟢 The latest update introduced ZIP-based pricing, which directly addresses the accuracy complaints common in the estimating category.
- ⚪ The monthly update cadence shows consistent feature investment, signaling that the developer is actively refining the core pricing engine.
<!-- /section:outlook -->

<!-- /section:so-what -->

<!-- section:metrics -->
## Key Metrics Summary

| Metric | Value |
| :--- | :--- |
| Overall Rating | 4.73/5 |
| Total Reviews | 37 |
| Sentiment | Thrilled (90/100) |
| Confidence | Medium |
| Pricing Model | Subscription |
| Platforms | iOS |
| Key Features | 3 analyzed |
| Trend | Improving |
| Outlook | Stable |
<!-- /section:metrics -->

## Competitor Comparison

| App | Rating | Sentiment | Developer |
| :--- | :--- | :--- | :--- |
| **Quotr Pro - AI Estimate Maker** (this app) | 4.73/5 | Thrilled | Supawat Kaewma |
| [Groupon Merchant](https://marlvel.ai/apps/groupon-merchant) | 3.0/5 | n/a | Groupon, Inc. |
| [긱톡 - 재택부업, 프리랜서, 단기알바 정보 플랫폼](https://marlvel.ai/apps/com-gigtalk-gigtalk) | 4.5/5 | N/A | Nextstep Inc. |
| [두란노](https://marlvel.ai/apps/app--971) | N/A/5 | N/A | Duranno |
| [쿠펀치](https://marlvel.ai/apps/coupang-app-coupunch) | 1.0/5 | N/A | Coupang Corp. |
| [아지트 - 함께 소통하는 업무용 커뮤니티](https://marlvel.ai/apps/app--797) | 3.0/5 | N/A | Kakao Corp. |

## Company Profile
- **Developer:** Supawat Kaewma
- **Website:** [https://quotr.pro](https://quotr.pro)

## Data Sources & Links
- **App Store ID:** 6759211998
- **Dev Site:** [Official Website](https://quotr.pro)
- **Sources:** Developer website content, About us / company information, App store metadata, User reviews.

## Related Intel Reports
- [*Groupon Merchant*](https://marlvel.ai/apps/groupon-merchant) (Groupon, Inc.) · 3.0/5 Rating
- [*긱톡 - 재택부업, 프리랜서, 단기알바 정보 플랫폼*](https://marlvel.ai/apps/com-gigtalk-gigtalk) (Nextstep Inc.) · 4.5/5 Rating
- [*두란노*](https://marlvel.ai/apps/app--971) (Duranno) · N/A Rating
- [*쿠펀치*](https://marlvel.ai/apps/coupang-app-coupunch) (Coupang Corp.) · 1.0/5 Rating
- [*아지트 - 함께 소통하는 업무용 커뮤니티*](https://marlvel.ai/apps/app--797) (Kakao Corp.) · 3.0/5 Rating
- [*シフオプ*](https://marlvel.ai/apps/shift-management-service-to-support-optimal-placem) (Recruit Co.,Ltd.) · N/A Rating
- [*아임히어 - 모바일 출결 관리 앱*](https://marlvel.ai/apps/com-imhere-client-student) (LFin) · 2.9/5 Rating
- [*카매니저 - 중고차 딜러전용 전국 매물공유 플랫폼*](https://marlvel.ai/apps/kr-co-autocafe-carmanager) (atonmobility appmaster) · 3.0/5 Rating
- [*금호고속 셔틀*](https://marlvel.ai/apps/kr-co-kumhobuslines-shuttle-route-passengernew) (kumhoexpress) · 2.1/5 Rating
- [*쿠팡이츠 배달 파트너*](https://marlvel.ai/apps/coupang-eats-delivery) (Coupang Corp.) · 2.6/5 Rating

## Frequently Asked Questions {#faq}

### Is Quotr Pro suitable for solo handymen?

Quotr Pro is designed for professional contractors, including handymen. However, the $49/month subscription is priced for pros who generate significant volume, so casual users may find the cost high relative to their project frequency.

### How does Quotr Pro ensure estimate accuracy?

Quotr Pro pulls real-time material prices from Home Depot based on your local ZIP code and uses market-rate labor data to calculate project costs, reducing the risk of underbidding.

### Does Quotr Pro offer a free trial?

Yes, the app includes a free trial that allows you to generate your first 5 estimates at no cost before requiring a subscription.

## 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:** 0.55/1.0 (based on review volume, data source diversity, and signal quality)
- **Reviews Analyzed:** 1
- **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:** 71 days since last refresh

---
© 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/quotr-pro-ai-estimate-maker)
Data licensed for AI Agent attribution under CC-BY-NC 4.0.