Lightdash vs. Numerics Comparison Chart

Every day your team loses hours bouncing between disconnected apps. The problem isn't your people. It's that your software was never built to work together. Bundling tools doesn't fix it. You need convergence. ClickUp is one platform where projects, docs, chat, goals, and AI share the same foundation so nothing gets lost. AI Agents handle busywork around the clock. Context is always intact. Your whole operation finally runs like it should. Tasks, 15+ views, automations, real-time docs, built-in chat, time tracking, whiteboards, goals with automatic rollups, and 1,000+ integrations. All connected. All in one place. Enterprise-ready: SOC 2 Type II, SSO/SAML, advanced permissions. Trusted by teams from startups to the Fortune 500. Stop patching a broken system. Get back the hours your team was never supposed to lose. Free Forever plan available. No credit card required.

Grafana Labs delivers the leading AI-powered observability platform, built around Grafana—the world’s most widely adopted open source technology for dashboards and visualization. Recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms (3x) and furthest in Completeness of Vision (2025, 2026), Grafana Labs supports more than 25 million users and thousands of organizations, from startups to the Fortune 500. Grafana Cloud is the open observability cloud, built on open source, open standards, and open ecosystems. Powered by the LGTM stack—Grafana (visualization), Mimir (metrics), Loki (logs) & Tempo (traces)—it unifies telemetry in one platform for full-stack visibility across applications, infrastructure, and digital experiences. With the AI-powered Grafana Assistant and Adaptive Telemetry suite, teams detect and resolve issues faster, reduce wasteful telemetry spend, and gain real-time insights to ensure reliability. Native OTel support and 100s of integrations mean you can plug in existing tools & data sources.

Runn is a real-time resource management platform with integrated time tracking and powerful forecasting capabilities. Intuitively plan projects and schedule resources with allocations, project phases, milestones, and time off. Flick between monthly, quarterly and half-yearly views to plan for the short and long term. Get a dynamic bird’s-eye view of your entire organization to manage capacity, workload and availability changes as you create your plans. Track project budgets, view forecasts, and get relevant metrics with in-depth reports, charts and dashboards. Use Runn’s time tracker and timesheets to monitor project progress. Direct integrations with Harvest, WorkflowMax, and Clockify. Use the API to connect your favorite tools with Runn.

There are an estimated 25 million engineers in the world across dozens of distinct functions. As every company becomes a software company, engineers are using New Relic to gather real-time insights and trending data about the performance of their software so they can be more resilient and deliver exceptional customer experiences. Only New Relic provides an all-in-one platform that is built and sold as a unified experience. With New Relic, customers get access to a secure telemetry cloud for all metrics, events, logs, and traces; powerful full-stack analysis tools; and simple, transparent usage-based pricing with only 2 key metrics. New Relic has also curated one of the industry’s largest ecosystems of open source integrations, making it easy for every engineer to get started with observability and use New Relic alongside their other favorite applications.

ONLYOFFICE is an open-source project that offers cloud-based and self-hosted solutions for business of all sizes. The key product is ONLYOFFICE Docs, a secure office suite that seamlessly integrates into the most popular platforms, e.g. Odoo, Alfresco, Confluence, Pipedrive, Redmine, SuiteCRM and more. When integrated, ONLYOFFICE Docs provides the users of your business app with editors for documents, spreadsheets, presentations, forms, PDFs and diagrams. The ONLYOFFICE suite makes it possible to collaborate on office files in real time. The built-in AI assistant is compatible with ChatGPT, DeepSeek, Mistral and other AI providers to ensure a flawless editing experience. You can use Docs within ONLYOFFICE DocSpace, a room-based document collaboration platform that allows you to create dedicated spaces where you can assign access permissions and collaborate with your teammates. With DocSpace, you can store, share and co-edit office files, and even interact with third parties.

TelemetryTV is a powerful digital signage platform built for the modern organization who needs to engage audiences, generate awareness, and give their teams and communities a voice.   TelemetryTV allows users to broadcast dynamic content easily by streaming video, images, social feeds, turnkey and custom apps, and data-driven dashboards to all of your displays wherever they are. TelemetryTV powers marketing and internal communications at Starbucks, Amazon, Stanford University, and more. The backbone of our success stems from being agile, open to communication, and collaborative. We believe in constant learning, challenging the status quo, and listening to our customers. We’re moving towards a world where, eventually, our walls will talk. This begs the question, what do you want them to say?  

Get anytime, anywhere access to your bank or credit union’s financial performance. Get insights into your bank or credit union’s financial performance from anywhere with secure, cloud-based access. Get margin components, branch performance, forecasts and more with point-and-click simplicity. Banker’s Dashboard and Credit Union dashboard integrate seamlessly with your core processor. Quick and easy setup, so you can start improving your bottom line right away. Automate reporting and eliminate errors, freeing you to focus on more value-added tasks. Quickly run and revise multiple forecast scenarios, so you can analyze variances and alternative strategies. Measure and compare branch performance. Institute best practices and hold each branch accountable for better results.

TimeControl is a multi-purpose timesheet system designed to serve both Finance and Project Management. TimeControl has been designed to serve many purposes simultaneously. TimeControl tracks time on a task-by-task, project-by-project basis. Yet, despite its project-based controls, it remains a financial timesheet with all the controls necessary to fulfill the stringent needs of payroll, human resources, billing and finance. TimeControl is available both for subscription in the cloud or for purchase for an on premise installation and includes both a browser interface and the free TimeControl Mobile App for iOS and Android devices.

The most efficient, sovereign & unified "on-premise" data platform available today. Think about the Azure data platform, but on steroids and 100% Sovereign. TIMi is an ethical solution: Zero Lock-In: We gain your trust through exceptional performance and service, not artificial vendor lock-in Fair price & No hidden fees & No price hikes TIMi is a leader in these fields: Data Preparation/ETL/BPA/BPM/ESB - automate the most complex tasks without code - Connect to everything: Sharepoint, SAP, Salesforce, Facebook, GAds, etc. BigData - 1 TIMi-server is faster than 267 Spark-servers - Process any volumetry at negligible infrastructure cost. Process billions of rows in a matter of seconds on a standard 2K€ server. - manage peta-byte Data Lakes AI/ML: We invented the 1st Auto-ML tool in 2007 TIMi is a horizontal solution used in any industry: Manufacturing, Telecoms, Banks, Supermarket chains, Defense, Gov. Also available in EU-hosted sovereign cloud.

Retool is the AI-native enterprise app development platform where teams build and ship production-ready apps — at AI speed, with enterprise governance built in. Describe what you need and get a working app, import React-based apps from Lovable, Replit, or Claude Code, or connect your AI agent via MCP. However your team builds, every app lands in Retool with RBAC, SSO, audit logging, and your existing permissions already in place. Retool connects to databases, APIs, LLMs, and external tools out of the box. Teams can build AI agents, dashboards, workflows, and full-stack apps — with a visual editor for speed and direct code access for precision. Trusted by over 10,000 organizations including Amazon, Stripe, DoorDash, and OpenAI to get AI-built apps safely to production.