FairNow vs. Fiddler AI Comparison Chart

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, and Spark. You can use BigQuery ML to create and execute machine learning models in BigQuery using standard SQL queries on existing business intelligence tools and spreadsheets, or you can export datasets from BigQuery directly into Vertex AI Workbench and run your models from there. Use Vertex Data Labeling to generate highly accurate labels for your data collection. Vertex AI Agent Builder enables developers to create and deploy enterprise-grade generative AI applications. It offers both no-code and code-first approaches, allowing users to build AI agents using natural language instructions or by leveraging frameworks like LangChain and LlamaIndex.

CompUp is a complete compensation management platform that helps rewards teams benchmark, plan, and communicate compensation for fair pay. By consolidating all compensation data and benchmarks, it provides valuable insights, enabling seamless appraisal simulations and end-to-end executive appraisals. Key Product Modules: Survey Management: Centralized management of compensation surveys. Bands: Securely create and share compensation bands by function, family, and level. Simulation: Run budget simulations to determine employee-level increments. Appraisal Cycles: Streamline multi-level budget approvals across business units. People Analytics: Customizable dashboards for data-driven compensation insights. Total Rewards Portal: Communicate compensation package value to employees. Pay Equity Management: Address and ensure pay equity compliance.

Data Collection and Labeling for AI Innovation. Transform your AI development with our decentralized platform that connects you to worldwide data contributors. We combine global crowdsourcing with blockchain verification to deliver diverse, traceable datasets. Global Network: Ensure AI models are trained on data that reflects diverse perspectives, reducing bias, and enhancing inclusivity. Distributed and Transparent: Every piece of data is timestamped for provenance stored securely stored in the OORT cloud , and verified for integrity, creating a trustless ecosystem. Ethical and Responsible AI Development: Ensure contributors retain autonomy with data ownership while making their data available for AI innovation in a transparent, fair, and secure environment Quality Assured: Human verification ensures data meets rigorous standards Access diverse data at scale. Verify data integrity. Get human-validated datasets for AI. Reduce costs while maintaining quality. Scale globally.

Bryt Software streamlines your Loan Servicing process. From automated payment processing to seamless borrower communication, we simplify your operation, reduce errors, and improve efficiency. Bryt is feature rich, but intuitive and easy to use. Simple, but powerful. Every inch of Bryt is engineered to make your job easier. Our 30 MINUTE IMPLEMENTATION is so intuitive that you can be up and running in no time with little or no support. Most of our customers are able to self-implement the system, with no implementation fees. But if you need support… we offer free, unlimited support that will amaze you! We are 100% cloud-based using the latest AZURE technology. We believe in providing our customers with fair and honest pricing. Our fees are based on your number of users and the features that you need. We don't force you into a long-term contract… we know you will love our product and our service.

Humanly is an AI-first recruiting platform that helps talent teams hire in days, not months—without adding headcount. Our intuitive CRM pairs with powerful agentic AI to engage and screen every candidate instantly, surfacing top talent fast. Built on insights from over 4 million candidate interactions, Humanly delivers speed, structure, and consistency at scale—engaging 100% of interested candidates and driving pipeline growth through targeted outreach and smart re-engagement. We integrate seamlessly with all major ATSs to reduce manual work, improve data flow, and enhance recruiter efficiency and candidate experience. Independent audits ensure our AI remains fair and bias-free, so you can hire confidently.

Reflectiz is a web exposure management platform that helps organizations identify, monitor, and mitigate security, privacy, and compliance risks across their online environments. It provides full visibility and control over first, third, and fourth-party components like scripts, trackers, and open-source libraries that traditional security tools often miss. Operating remotely without embedding code, Reflectiz ensures no impact on site performance, no access to sensitive user data, and no additional attack surface. The platform analyzes your digital supply chain, identifying risks in real-time and allowing for swift mitigation. Reflectiz offers a centralized dashboard for monitoring all public web assets, empowering teams with governance, risk management, and continuous monitoring. It helps businesses reduce attack surfaces, enhance security, and maintain compliance with evolving standards—without requiring code modifications.

DataHub Cloud is an event-driven AI & Data Context Platform that uses active metadata for real-time visibility across your entire data ecosystem. Unlike traditional data catalogs that provide outdated snapshots, DataHub Cloud instantly propagates changes, automatically enforces policies, and connects every data source across platforms with 100+ pre-built connectors. Built on an open source foundation with a thriving community of 13,000+ members, DataHub gives you unmatched flexibility to customize and extend without vendor lock-in. DataHub Cloud is a modern metadata platform with REST and GraphQL APIs that optimize performance for complex queries, essential for AI-ready data management and ML lifecycle support.

Ticketing platforms are either antiquated, expensive, lack customer support, or most are all of the above. Ticketsauce and NIGHTOUT came together because we see the whitespace that no other company is addressing; A fully integrated event ticketing and marketing powerhouse with fair and transparent pricing. As the most complete white label solution in the industry, Ticketsauce focuses on helping clients maintain and promote their brand while simplifying event management and marketing. Our world-class support team will walk you through setting up your event, marketing it, and making sure it runs smoothly from A-Z. Set up a demo so we can walk you through our one-of-a-kind platform that's here to shake up the event industry and deliver on your every need.

ERA EHS Software Solutions develops web-based EHS management software for small, medium, and large manufacturers needing to comply with federal, provincial, and state regulations, monitor their air, water, and waste emissions and other environmental outputs, author and manage Safety Data Sheets (SDS) in more than 40 languages, or standardize their Health and Safety procedures for incident and inspection tracking, training delivery, and audit management. The platform also supports comprehensive reporting for programs like TRI, Tier II, Title V, NEI, and NPRI. Companies across the automotive, aerospace, general manufacturing, and paints and coatings industries, to name a few, rely on ERA’s all-in-one, SOC 2 Type II certified SaaS for complete coverage of their EHS needs. ERA boasts Fortune 100 and Fortune 500 clients while also offering a fair pricing strategy and modular design that have allowed the company to become the market leader for small and medium businesses.

Interfacing’s Integrated Management System (IMS) is an AI-powered platform that unifies BPM, QMS, Document Control, and GRC into one platform. Organizations use IMS to model and automate processes, control documents, manage risks, and maintain regulatory compliance with full traceability and audit readiness. Built for highly regulated sectors such as aerospace, life sciences, finance, and government, IMS provides real-time visibility, automated workflows, and AI-driven insights that improve quality and reduce operational risk. The platform is ISO 27001 certified and fully validated for 21 CFR Part 11, making it suitable for mission-critical environments requiring strong governance, security, and control. IMS also includes low-code automation, process mining, audit management, training tracking, CAPA workflows, and dashboards to help teams streamline operations and continuously improve. AI strengthens governance, improves accuracy, and reinforces regulatory control.