Reputation vs TensorFlow

Birdeye

Podium

Minitab

Mixpanel

ReviewInc

cnvrg.io

Compare Reputation and TensorFlow based on features, pricing, verified reviews, integrations & more on GetApp. Find out which software is best for your business in 2026.

Podium is an AI-powered platform that helps businesses manage and convert leads. The platform is designed for a range of industries, such as automotive, healthcare, home services, and retail. It includes a virtual assistant that can drive leads, schedule appointments, and market the business. The system consolidates leads from various channels, including phone calls, text messages, website forms, and third-party sources, into a unified AI-powered inbox.

Birdeye is the #1 agentic marketing platform for multi-location brands, trusted by over 200,000 businesses to deliver measurable growth with AI. With Birdeye, brands harness the power of intelligent agents to run marketing, automate engagement, and drive business outcomes at scale.

ReviewInc is reputation management software and customer experience tools in one dashboard. designed to help businesses of all sizes handle, monitor, collect, and share customer reviews across multiple platforms such as Google, Facebook, and more.

Reputation is a reputation management solution, that helps multi-location businesses monitor and improve online ratings, reviews, customer experience, traffic, and more. Its centralized dashboard lets companies collect data and provides a 360-degree view of online and offline reputation.

@mentions

Activity Dashboard

Activity Tracking

AI/Machine Learning

Alerts/Notifications

Approval Process Control

Audience Analytics

Audience Engagement

Automated Publishing

Automated Responses

Benchmarking

Brand Management

Brand Tracking

Calendar Management

Campaign Analytics

Campaign Management

Collaboration Tools

Commenting/Notes

Communication Management

Competitive Analysis

Competitor Monitoring

Content Discovery

Content Management

Content Publishing Options

Customer Engagement

Customer Experience Management

Customizable Branding

Customizable Reports

Customizable Templates

Dashboard

Data Analysis Tools

Data Import/Export

Data Management

Data Visualization

Drag & Drop

Engagement Tracking

Feedback Management

Filtering

Hashtag Tracking

Image Library

Keyword Filtering

Keyword Tracking

Media Monitoring

Mobile Survey

Monitoring

Multi-Account Management

Multi-Campaign

Multi-Channel Data Collection

Multi-Channel Distribution

Multi-Channel Management

Multi-Language

Multi-Location

Natural Language Processing

Negative Feedback Management

Offline Response Collection

Optical Character Recognition

Performance Metrics

Post Scheduling

Ratings/Reviews

Real-Time Analytics

Real-Time Data

Real-Time Monitoring

Real-Time Notifications

Real-Time Reporting

Reporting & Statistics

Reporting/Analytics

Reputation Management

Response Management

Review Monitoring

Review Notification

Review Request

Review Sharing

Role-Based Permissions

Search/Filter

Sentiment Analysis

SEO Management

SMS Messaging

Social Listening

Social Media Integration

Social Media Monitoring

Social Performance Management

Social Promotion

Social Sharing

Survey Builder

Survey/Poll Management

Surveys & Feedback

Tagging

Template Management

Text Analysis

Third-Party Integrations

Trend Analysis

Visual Analytics

Widgets

Workflow Management

Reputation

Android

Web-based

iPhone

Internet Manager

So we have not used the product long but since have been using they are very reliable. They have an awesome backend to see all the stats and a great way to respond to reviews.

Vice President

It's hard to manage your reputation score with incomplete data coming from its platform. When problems were found the Reputations team were unable to fix the issues.

Consumer Experience Manager

The dashboard is very intuitive and reporting is customizable. Our account manager is super responsive and always pleasant.

I like that we are able to have insight into multiple review sites into one place. Macros are easy to use and reporting is customizable and super helpful.

Park Manager

Thank you for always taking the time to answer our questions and help keep up our "reputation. The ease of having surveys sent to our guests and getting feedback immediately is worth every penny.

Marketing Manager

This is a great product with good management and customer support when it comes to following up with reviews.

Corp Customer Service Manager 

Accuracy in numbers is frustrating. The delay from the websites to the platform sometimes makes it very hard.

Manager, Brand Reputation

Reputation.com is making it easy to get everyone in the company involved with helping improve our online reputation. We have been able to boost our rating significantly across all of our locations.

Overall, we were happy with the service reputation.com provided. I do believe they helped our imagine online, specifically positive reviews.

Marketing Consultant 

With Reputation.com we have gained valuable insight into the thoughts and feelings of our patients and areas of improvement that our clinics need to address.

The actual platform is great. Easy to use, and easy for our franchise owners to understand.

We have found very little about the software that we dislike.

Customer Relations Manager

Everything is available at your finger tips. Product quality at a very competitive cost.

Digital Reputation Manager

Very easy to use and explain to people across various departments. Loads of customization that have been really great.

Digital Marketing Specialist

I currently have to send the post/content to my phone and post. A bit of an inconvenience.

I love the reporting features and the customer service team.

Reputation screenshot: Reputation automated responses

Reputation screenshot: Reputation conversation reporting

Reputation screenshot: Reputation inbox

Large Enterprises

Mid Size Business

Small Business

cnvrg.io is a data science platform, which helps businesses across industries including finance, healthcare, media, IT, aerospace, and automobile build, automate, and manage the entire machine learning (ML) lifecycle, from research to deployment

Mixpanel helps companies build better products through data. With our powerful, self-serve product analytics solution, teams can easily analyze how and why people engage, convert, and retain to improve their user experience.

Minitab is a statistical and data analytics software, which helps organizations predict, visualize, and analyze business data to forecast patterns, discover trends, view relationships between variables, and more. The built-in assistant lets users manage data analysis and interpretation operations.

TensorFlow is an open-source platform, which helps developers, businesses, and researchers build, launch, and manage machine learning (ML)-enabled applications. The solution offers a collection of customizable workflows to assist organizations with developing and training models.

Configurable Workflow

Deep Learning

Model Training

Predictive Modeling

TensorFlow

Windows

Student

The framework has been amazing for me both for getting into machine learning and for developing more advanced projects.

Data Scientist

Many of the error messages can be cryptic and difficult to use when debugging. Frequent errors caused by data type mismatches.

Software Engineer

There are a lot of tutorials on getting started, some good data available for free to assist with the learning process. Everything can be run locally which makes it easy to expand on-site.

Has rich resources to support and help in learning the nuances of Neural Networks and Deep Learning  and helps in rapid initial prototyping.

Sr Director

It also has the ability to manage the end to end process in machine learning while also giving the ability to store data and importantly tools to monitor data quality along the ML journey.

Senior Solution Architect

There is a very active community for this software which makes it a very good choice for research projects.

Research Executive - Trainee

I'm totally satisfied of the usage and can recommend it to anyone who is doing a project on machine learning and AI.

General Manager

Great community support and a great vision ahead.

Quite satisfied and believe it is an important tool in machine learning used widely over the world.

Of course, there was also a problem. The resources of Aliyun were all based on fixed configuration to determine different prices.

It is quite tricky though to debug the code if it has some problems.

Software developer

TensorFlow helped to Learn and understand the working of any machine learning models. It is simple and easy to use and is very helpful for any new comer to start their machine learning journey.

Great charts visualization options. High performance and scalability.

Owner, previous CEO

It is completely flexible compared to its costly competitors. The software connects well with various data sources and in setting up scripts to run automatically.

It is hard to build our classes and integrate them with TensorFlow pre-built classes.

Debugging is incredibly difficult with version 1 of the framework (this is meant to be addressed in version 2) and can take a long time to get a handle of the particular concepts.

Assistant professor

Programming is little difficult with tensorflow.

Cost Efficient (Pay as you go). Provide easy way for accessing data and manipulating cloud API to automate Scalable operations.

Reputation vs TensorFlow Comparison (2026)

Reputation

TensorFlow

Overview

Video & Screenshots

Pricing

User reviews

Key features

Integrations

Alternatives