Data & IT software advice

13 tools · 10 publish a price

Best Business Intelligence Tools in 2026

A business intelligence tool connects to your data warehouse or databases, defines shared metrics, and presents them as dashboards and reports people can query without writing SQL.

#1 Lightdash · also covers Luzmo, Metabase, Sigma

13 tools · 12 publish a price

Best Password Manager for Business in 2026

A password manager stores credentials and secrets encrypted with a key only the user holds, fills them into applications, and lets an organisation share access without sharing the password itself.

#1 Psono · also covers Zoho Vault, Idira Workforce Password Management (formerly CyberArk), Bitwarden

13 tools · 9 publish a price

Best Antivirus and Endpoint Security in 2026

Endpoint security software protects laptops, desktops and servers against malware and intrusion, and in its detection-and-response form records what happened so an incident can be investigated afterwards.

#1 WithSecure Elements · also covers Bitdefender GravityZone, ESET PROTECT, ThreatDown

18 tools · 18 publish a price

Best Cloud Storage for Business in 2026

Cloud storage keeps files on a provider’s infrastructure, synchronises them to devices, and controls who inside and outside the organisation can open or edit them.

#1 Filen · also covers Koofr, Internxt, pCloud

19 tools · 19 publish a price

Best Web Hosting in 2026

A web host runs the servers your site lives on and takes responsibility for keeping them online, patched and reachable.

#1 Krystal · also covers Hetzner, Hostinger, Kinsta

16 tools · 12 publish a price

Best Backup Software in 2026

Backup software copies data and systems to a second location on a schedule, and restores them when the first location is gone, corrupted or encrypted.

#1 Rewind · also covers restic, Proxmox Backup Server, Backblaze

17 tools · 14 publish a price

Best Knowledge Base Software in 2026

Knowledge base software stores articles and documentation in a searchable structure, publishes them to staff or customers, and reports on what people looked for and did not find.

#1 KnowledgeOwl · also covers Outline, XWiki, Nuclino

17 tools · 8 publish a price

Best AI Customer Service Software in 2026

AI customer service software answers incoming customer questions automatically across chat, email and voice, resolving what it can and passing the rest to a human agent with context.

#1 Rasa · also covers boost.ai, moinAI, Fin

18 tools · 17 publish a price

Best Business Email Hosting in 2026

Business email hosting runs the mailboxes on your own domain name, handling sending, receiving, spam filtering, storage, and the calendars and contacts that come with them.

#1 Migadu · also covers Rackspace Email, Purelymail, Fastmail

12 tools · 2 publish a price

Best Data Loss Prevention Software in 2026

Data loss prevention inspects files, messages and uploads for sensitive content, then logs, warns or blocks when that content moves to an unapproved destination.

#1 Safetica · also covers Endpoint Protector by Netwrix, DriveLock, Nightfall AI

16 tools · 6 publish a price

Best Document Management Software in 2026

Document management software stores files with metadata and version history, controls who may see or change them, applies retention rules, and records every access for audit.

#1 Folderit · also covers Revver, OpenKM, M-Files

12 tools · 7 publish a price

Best IT Asset Management Software in 2026

IT asset management records every device, licence and contract the organisation owns, tracks who holds each one, and follows it from purchase through to disposal.

#1 Setyl · also covers EZO AssetSonar, InvGate Asset Management, Snipe-IT

14 tools · 9 publish a price

Best Mobile Device Management Software in 2026

Mobile device management enrols company phones, tablets and laptops into a central console that pushes settings, applications and security policy, and can lock or wipe a device remotely.

#1 Relution · also covers Cortado MDM, Applivery, Hexnode UEM

13 tools · 5 publish a price

Best RPA Software in 2026

Robotic process automation runs software robots that operate existing applications through their user interface or API, repeating a rule-based task without changing the underlying systems.

#1 OpenRPA · also covers ElectroNeek, Tungsten Automation, n8n

13 tools · 7 publish a price

Best Web Application Firewall in 2026

A web application firewall filters incoming HTTP requests against rules for injection, scripting and abuse, blocking or logging the ones that match before the application sees them.

#1 BunkerWeb · also covers Gcore WAAP, Indusface AppTrana, Link11 WAAP

12 tools · 3 publish a price

Best Compliance Management Software in 2026

Compliance management software tracks the controls an organisation must satisfy, collects the evidence that they are working, and shows an auditor or regulator that record.

#1 Cyberday · also covers Conformio, GAN Integrity, ISMS.online

14 tools · 5 publish a price

Best Laboratory Information Management System in 2026

A laboratory information management system tracks samples, tests, instruments and results through the lab, and records who did what to each sample and when.

#1 LabCollector · also covers Autoscribe Matrix Gemini, SENAITE, QBench

16 tools · 8 publish a price

Best Virtual Data Room in 2026

A virtual data room is a controlled document space where outside parties read files under per-user permissions, with every view recorded for later evidence.

#1 netfiles · also covers Virtual Vaults, Firmex, Drooms

15 tools · 15 publish a price

Best Application Performance Monitoring Software in 2026

Application performance monitoring collects traces, metrics and logs from running software so an engineer can see which request, release or dependency made the application slow or fail.

#1 Dash0 · also covers AppSignal, Raygun, Grafana Cloud

13 tools · 13 publish a price

Best Incident Management Software in 2026

Incident management software routes alerts to the engineer on call, escalates when nobody acknowledges, coordinates the response, and keeps the timeline that the postmortem is written from.

#1 ilert · also covers All Quiet, Xurrent IMR (formerly Zenduty), incident.io

14 tools · 8 publish a price

Best Integration Platform in 2026

An integration platform connects applications and data sources, transforms the records passing between them, and runs those flows on a schedule or in response to events.

#1 Windmill · also covers Alumio, elastic.io, Make

16 tools · 12 publish a price

Best Low-Code Platform in 2026

A low-code platform builds business applications from visual models, forms and data tables, with code written only where the visual tools stop, and hosts what it builds.

#1 WEBCON · also covers Simplifier, Neptune Software, Budibase

14 tools · 4 publish a price

Best Print Management Software in 2026

Print management software authenticates users at the device, holds jobs until they are released, meters pages per user or department, and manages printer drivers and queues across a fleet.

#1 ezeep · also covers Printix, Gespage, PaperCut MF

15 tools · 3 publish a price

Best Risk Management Software in 2026

Risk management software records an organisation's risks with an owner, a likelihood, an impact and a mitigation, and tracks how those assessments change over time.

#1 Symbiant · also covers Protecht, Corporater, Decision Focus

16 tools · 9 publish a price

Best Document Generation Software in 2026

Document generation software builds finished documents by merging structured data into a template, applying conditional clauses and formatting, and producing PDF or Word files at volume.

#1 Carbone · also covers Docmosis, Docupilot, Formstack Documents

19 tools · 12 publish a price

Best ETL Tools in 2026

ETL and data integration software extracts records from source systems, reshapes them into a common structure, and loads them into a warehouse, database or other application.

#1 Keboola · also covers Dataddo, Weld, Airbyte

15 tools · 13 publish a price

Best Generative AI Platform for Business in 2026

A generative AI platform gives an organisation hosted access to language and image models through an API, with the contracts, logging and access controls a business needs around them.

#1 Scaleway Generative APIs · also covers OVHcloud AI Endpoints, Heabsy, Mistral AI

18 tools · 7 publish a price

Best Identity Verification Software in 2026

Identity verification software checks an identity document, matches it to a live face, or queries an authoritative database or national eID scheme, and returns a decision with evidence.

#1 Signicat ReadID (formerly Inverid) · also covers Idura (formerly Criipto), Fourthline, Veriff

15 tools · 13 publish a price

Best Network Monitoring Software in 2026

Network monitoring software polls devices, collects traffic records and raises alerts when links, interfaces or services stop behaving the way they normally do.

#1 ntopng · also covers Obkio, Domotz, Zabbix

16 tools · 11 publish a price

Best OCR Software in 2026

OCR and capture software reads scanned or photographed documents, recognises the text, and extracts named fields such as totals, dates and references into structured data.

#1 Mindee · also covers Konfuzio, Doxis AI.dp (formerly Klippa), Cradl AI

12 tools · 11 publish a price

Best Transcription Software in 2026

Transcription software converts recorded speech into text, labels who spoke when, and returns a timed, searchable document that you can correct, caption, translate or export elsewhere.

#1 Amberscript · also covers Trint, Happy Scribe, Speechmatics

20 tools · 10 publish a price

Best Vulnerability Scanner in 2026

A vulnerability scanner checks systems, applications and dependencies against a feed of known flaws, then reports which ones your environment appears to have.

#1 ProjectDiscovery · also covers Holm Security, AppCheck, Greenbone

12 tools · 12 publish a price

Best Version Control Software in 2026

Version control software records every change made to a codebase over time, lets multiple people work on the same code without overwriting each other, and provides the pull or merge request workflow most teams use to review changes before they ship.

#1 Beanstalk · also covers Gitoro, Perforce P4 (formerly Helix Core), GitLab

13 tools · 9 publish a price

Best Video Hosting Software in 2026

Video hosting software stores, encodes and delivers video for a business rather than a public audience, with the playback controls, privacy settings and analytics a public platform like YouTube does not offer, and often a REST API to upload and publish video from another product entirely.

#1 Bunny Stream · also covers api.video, Dacast, Vimeo

12 tools · 4 publish a price

Best Whistleblowing Software in 2026

Whistleblowing software gives employees, contractors and outside parties a confidential or anonymous channel to report misconduct, and gives a compliance team the case-management workflow to acknowledge, investigate and close that report within the deadlines set by law.

#1 Whistleblower Software · also covers Whistlelink, LegalTegrity, EQS Group

11 tools · 4 publish a price

Best Data Privacy Management Software in 2026

Data privacy management software (also called privacy operations or GDPR compliance software) centralises the documentation and workflows a data protection officer needs to run a privacy programme: a Records of Processing Activities register under GDPR Article 30, Data Protection Impact Assessment workflows, Data Subject Access Request handling, vendor and processor risk management with DPA tracking, and breach and incident management under Articles 33–34. It is distinct from consent management software, which handles cookie and tracking consent on a website rather than the underlying compliance programme.

#1 PrivacyPerfect · also covers PrivacyEngine, GDPR Register, DataGuard

11 tools · 9 publish a price

Best Observability & Log Management Software in 2026

Observability and log management software collects logs, metrics and distributed traces from running systems into a searchable store, so an engineer or analyst can correlate an error, a slow request and a resource spike back to one cause. For the SIEM-capable tools in this category, it also retains and queries security-relevant events for compliance and threat detection.

#1 Guardsix (formerly Logpoint) · also covers Coralogix, LogicMonitor, Dynatrace

11 tools · 3 publish a price

Best Third-Party Risk Management Software in 2026

Third-party risk management (TPRM) software tracks the vendors and suppliers an organisation depends on, runs security, ESG or operational questionnaires against them, scores the risk each one carries, and keeps that assessment current rather than a one-time snapshot filed away after onboarding.

#1 Prewave · also covers IntegrityNext, osapiens, OneTrust

12 tools · 1 publish a price

Best Email Security Software in 2026

Email security software, also called a secure email gateway or anti-phishing platform, inspects inbound and sometimes outbound email for spam, malware, phishing links and business email compromise before a message reaches its recipient. Most products in this category deploy either as an inline gateway sitting between the internet and the mail server, or via API alongside Microsoft 365 or Google Workspace, and price per mailbox rather than per user.

#1 Cisco Secure Email · also covers Libraesva, NoSpamProxy, Proofpoint

11 tools · 4 publish a price

Best Data Catalog Software in 2026

Data catalog software inventories an organization's data assets, tables, dashboards, files and models, and records what each one means, who owns it and where it came from. Data governance software layers policy on top of that inventory: access rules, stewardship workflows and an audit trail, and increasingly, the governed context an AI agent reads before it answers a question about the business.

#1 eccenca Corporate Memory · also covers OpenMetadata, Secoda, Atlan

16 tools · 9 publish a price

Best API Management Tools in 2026

API management software puts a gateway in front of the APIs a company exposes, so it can authenticate calls, enforce rate limits and policies, and monitor traffic, while giving internal or external developers a portal to discover and subscribe to what's available.

#1 Tyk · also covers Sensedia, Akana, Kong

15 tools · 15 publish a price

Best Uptime Monitoring Software in 2026

Uptime monitoring software runs scheduled checks, typically every 30 seconds to five minutes, against a website, API, port or certificate from multiple locations on the public internet, alerts a team the moment a check fails, and often publishes a public status page so customers see the same incident the team is already working.

#1 Uptime.com · also covers Hyperping, StatusPal, UptimeRobot

13 tools · 13 publish a price

Best AI Coding Assistants in 2026

AI coding assistants use large language models to complete, write, edit and review source code inside an editor, an IDE extension or a terminal, increasingly as agents running multi-step tasks.

#1 Zed · also covers Cline, Amp, Kilo Code

16 tools · 14 publish a price

Best PDF Editors in 2026

PDF editor software changes the text, images and pages of an existing PDF file, and usually also converts, redacts, signs and runs text recognition on scanned documents.

#1 Master PDF Editor · also covers Sejda, Power PDF, PDF-XChange Editor

13 tools · 10 publish a price

Best AI Agent Platforms in 2026

AI agent platforms provide the tooling to connect language models to company data and business apps, define what an agent may do, and run, monitor and govern those agents in production.

#1 Langdock · also covers StackAI, Relevance AI, Dust

12 tools · 10 publish a price

Best Operating Systems for Business in 2026

An operating system manages a computer's hardware and runs its applications; the alternatives here are Linux distributions for desktops and servers, and Android-based phone systems without Google's services.

#1 Zorin OS · also covers Manjaro, elementary OS, Linux Mint

13 tools · 11 publish a price

Best LLM API Providers in 2026

An LLM API provider hosts large language models behind an HTTP interface, so applications send prompts and receive completions, billed by tokens, time or subscription, without the buyer running GPUs.

#1 Berget AI · also covers GreenPT, Vercel AI Gateway, OpenRouter

13 tools · 12 publish a price

Best CI/CD Tools in 2026

A CI/CD tool automatically builds, tests and releases software whenever code changes, running the work on machines it hosts or on build agents that you operate yourself.

#1 Semaphore · also covers Woodpecker CI, Codemagic, Buildkite

12 tools · 10 publish a price

Best Graph Databases in 2026

A graph database stores records as nodes and the relationships between them as edges, so queries can follow connections across many hops without the table joins a relational database needs.

#1 Memgraph · also covers FalkorDB, TypeDB, Neo4j

12 tools · 10 publish a price

Best Load Testing Software in 2026

Load testing software generates simulated traffic against a website, API or application and records response times and errors, so teams can find the point where the system slows or fails.

#1 Artillery · also covers OctoPerf, Locust, Gatling

14 tools · 12 publish a price

Best Remote Desktop Software in 2026

Remote desktop software shows and controls another computer's screen over a network, either on demand during a support call or through an agent installed for unattended access.

#1 Getscreen · also covers Supremo, Apache Guacamole, RustDesk

13 tools · 10 publish a price

Best Screen Recording Software in 2026

Screen recording software captures what is shown on a computer display, usually with microphone and webcam, and saves it as a video file or uploads it as a shareable link.

#1 Cap · also covers Screen Studio, Bandicam, Tella

13 tools · 6 publish a price

Best Static Code Analysis Tools in 2026

Static code analysis tools scan source code without executing it, flagging bugs, security vulnerabilities and maintainability problems, usually inside pull requests, editors and build pipelines before code ships.

#1 PVS-Studio · also covers Mend SAST, Semgrep, SonarQube

12 tools · 8 publish a price

Best Penetration Testing Tools in 2026

Penetration testing tools help security testers find and prove weaknesses in networks, applications and cloud systems, either as software a person operates or as a service that delivers the test.

#1 ZAP · also covers NodeZero, Astra Pentest, Burp Suite Professional

12 tools · 8 publish a price

Best Secrets Management Tools in 2026

Secrets management tools store credentials such as API keys and certificates encrypted, release them to authenticated applications on demand, record every access, and rotate or expire them on a schedule.

#1 Phase · also covers OpenBao, SOPS, Infisical

12 tools · 10 publish a price

Best Bug Tracking Software in 2026

Bug tracking software records software defects, assigns them to people, moves them through workflow states and keeps the history, so teams can see what is broken and who owns it.

#1 MantisBT · also covers Backlog, Bugzilla, Redmine

12 tools · 8 publish a price

Best Data Warehouse Software in 2026

Data warehouse software stores structured business data from many systems in one place and runs analytical SQL over it, so reports and dashboards read from a single consistent source.

#1 MotherDuck · also covers ClickHouse, Exasol, Firebolt

12 tools · 10 publish a price

Best Domain Registrars in 2026

A domain registrar is an ICANN-accredited company that registers domain names for customers, renews them each year, and manages the contact records, locks and nameserver settings that belong to each name.

#1 Netim · also covers Porkbun, Dynadot, Gandi

12 tools · 6 publish a price

Best Patch Management Software in 2026

Patch management software finds missing operating system and application updates on servers and workstations, deploys them on a schedule, and reports which devices remain exposed or failed to install.

#1 PDQ Connect · also covers Patch My PC, opsi, Automox

13 tools · 7 publish a price

Best RMM Software in 2026

RMM software installs an agent on managed computers and servers, then monitors their health, deploys patches, runs scripts and opens remote sessions so a small team can support many devices.

#1 Level · also covers Syncro, Naverisk, Gorelo

12 tools · 12 publish a price

Best Vector Databases in 2026

A vector database stores numerical embeddings of text, images or other data and finds the closest matches to a query vector quickly, usually alongside metadata filters.

#1 Qdrant · also covers Weaviate, Chroma, turbopuffer

13 tools · 11 publish a price

Best AI Chatbots and Assistants in 2026

An AI assistant answers questions, drafts text and summarises documents in a chat window, and is sold as a free level, a paid plan, a team seat or a bundle.

#1 Mistral Le Chat · also covers Perplexity, Claude, ChatGPT

12 tools · 12 publish a price

Best File Transfer Software in 2026

File transfer software uploads large files or folders to a server and gives the recipient a download link, usually with expiry, password protection and tracking, so nothing is attached.

#1 TransferNow · also covers SwissTransfer, Smash, Filemail

12 tools · 12 publish a price

Best Backend and App Hosting Platforms in 2026

A backend or app hosting platform builds and runs your code from a repository, usually adding a database, authentication, file storage and scaling so a team does not manage servers itself.

#1 Supabase · also covers Appwrite, Render, Convex

13 tools · 12 publish a price

Best Transactional Email Services in 2026

A transactional email service accepts messages from an application over an API or SMTP relay and delivers them to inboxes, handling authentication, bounces, suppression lists and delivery logs.

#1 SMTP2GO · also covers Resend, Elastic Email, Postmark

12 tools · 3 publish a price

Best Web Browsers for Business in 2026

A web browser for business is a browser an organisation deploys and controls centrally, with policy settings, update management, extension control and sometimes reporting, rather than one left to each user.

#1 Mozilla Firefox · also covers Brave, Vivaldi, Google Chrome

12 tools · 4 publish a price

Best SIEM Software in 2026

Security information and event management software gathers log and event data from across an organisation, correlates it to detect threats, and stores it for investigation, alerting and compliance reporting.

#1 Wazuh · also covers Graylog, Elastic Security, Exabeam

13 tools · 9 publish a price

Best ITSM Software in 2026

IT service management software gives an organisation one place to log, route and resolve incidents and service requests, and usually adds change, problem, knowledge and asset records.

#1 HaloITSM · also covers TOPdesk, GLPI, ManageEngine ServiceDesk Plus

12 tools · 3 publish a price

Best Virtualization Platforms in 2026

A virtualization platform is software that runs many virtual machines on shared servers, and usually adds clustering, live migration, backup hooks and management, sold per socket, core, host or inside a larger subscription.

#1 Proxmox VE · also covers XCP-ng, Scale Computing HyperCore, SUSE Harvester

12 tools · 7 publish a price

Best Infrastructure as Code Tools in 2026

Infrastructure as code tools let teams declare cloud resources, servers and network settings in version-controlled files, then plan and apply those definitions automatically instead of changing environments by hand in consoles.

#1 OpenTofu · also covers Pulumi, Spacelift, env0

12 tools · 9 publish a price

Best Consent Management Platforms in 2026

A consent management platform shows visitors a cookie and tracking notice, records their choices as evidence, and passes those choices to tags and advertising systems so scripts run only with permission.

#1 Termly · also covers Complianz, CookieYes, Axeptio

12 tools · 5 publish a price

Best Cloud Computing Platforms in 2026

A cloud computing platform rents virtual servers, storage, networking and managed services over the internet, billed by usage, so a business runs workloads without buying or maintaining its own hardware.

#1 Hetzner · also covers Scaleway, Exoscale, IONOS Cloud

12 tools · 5 publish a price

Best Search Engines in 2026

A search engine crawls or licenses an index of web pages and returns ranked links for a typed query, funded by subscriptions, advertising or paid access for developers.

#1 Kagi · also covers Mojeek, Brave Search, Startpage

19 tools · 18 publish a price

Best Database Management Systems in 2026

A database management system stores and retrieves an application's data, enforces transactions and access rights, and offers a query language so programs and people can work with it.

#1 PostgreSQL · also covers MariaDB, SQLite, CockroachDB

12 tools · 6 publish a price

Best SMS and Voice APIs in 2026

An SMS and voice API lets software send text messages and place or receive calls through a provider that connects to mobile carriers, billed per message part or per minute.

#1 Telnyx · also covers Bird, Plivo, Sinch

12 tools · 11 publish a price

Best Identity and Access Management Software in 2026

Identity and access management software stores user identities and controls how people and applications authenticate, through single sign-on, multi-factor authentication, directories and permissions, for staff systems or customer-facing products.

#1 Keycloak · also covers authentik, Zitadel, Ory

14 tools · 12 publish a price

Best VPN Services in 2026

A VPN service encrypts a device's internet traffic and routes it through the provider's servers, hiding the user's address from the sites visited and from local networks.

#1 Mullvad VPN · also covers IVPN, Proton VPN, Windscribe

12 tools · 11 publish a price

Best CDN Providers in 2026

A CDN provider operates a worldwide network of caching servers that store copies of website files, downloads, images and video close to visitors, so pages load faster and your own origin server carries less traffic.

#1 Bunny CDN · also covers KeyCDN, CDN77, Gcore

13 tools · 13 publish a price

Best No-Code Database Tools in 2026

A no-code database tool lets non-programmers store structured records in linked tables and build views, forms, automations and simple applications on top, without writing code or managing a database server.

#1 Baserow · also covers Grist, SeaTable, NocoDB

12 tools · 11 publish a price

Best Proxy Services in 2026

A proxy service routes your web traffic through other IP addresses, residential, mobile or datacenter, so requests appear from another location; providers sell this by traffic, address, port or request.

#1 Webshare · also covers IPRoyal, Proxy-Seller, Rayobyte

12 tools · 5 publish a price

Best Security Awareness Training Software in 2026

Security awareness training software teaches employees to spot phishing and other social-engineering attacks through courses and simulated attacks, then reports completion and risky behaviour to the security team.

#1 Hook Security · also covers Wizer, usecure, Hoxhunt

12 tools · 11 publish a price

Best SSL Certificate Providers in 2026

An SSL certificate provider is a certificate authority or reseller issuing the TLS certificates that let websites encrypt connections, after checking control of a domain and sometimes the organisation.

#1 Let's Encrypt · also covers ZeroSSL, SSL.com, Actalis

12 tools · 10 publish a price

Best 3D Modeling Software in 2026

3D modeling software lets you build, edit and export three-dimensional objects as solids, surfaces or meshes, for games, film, product design, architecture, printing and web scenes.

#1 Blender · also covers Plasticity, Nomad Sculpt, Rhino

13 tools · 11 publish a price

Best Wireframing and Prototyping Tools in 2026

Wireframing and prototyping tools let teams draw screen layouts, link them into clickable flows and share them for review before development starts, usually with commenting and developer handoff.

#1 Balsamiq · also covers Penpot, Sketch, Moqups

12 tools · 12 publish a price

Best Mobile App Builders in 2026

A mobile app builder is a no-code or low-code tool that creates iOS and Android apps visually or from a website, and usually handles store submission, push notifications and updates.

#1 GoodBarber · also covers Adalo, Draftbit, FlutterFlow

12 tools · 11 publish a price

Best VPS Hosting Providers in 2026

A VPS provider rents a virtualised server with dedicated allocations of CPU, memory and storage, administered by the customer through root access, a console and an API.

#1 Hetzner Cloud · also covers Contabo, Kamatera, ScalaHosting

12 tools · 4 publish a price

Best SASE Platforms in 2026

Secure access service edge (SASE) is a cloud-delivered service that combines network connectivity, such as SD-WAN, with security functions like zero trust network access, a secure web gateway and a cloud access security broker.

#1 Twingate · also covers Aryaka, Versa Networks, Cloudflare One

12 tools · 5 publish a price

Best Machine Learning Platforms in 2026

A machine learning platform is software for tracking experiments, training, registering, deploying and monitoring models, run in a vendor's cloud, your own cloud account or on your servers.

#1 Valohai · also covers KNIME, MLflow, H2O.ai

12 tools · 4 publish a price

Best Privileged Access Management Software in 2026

Privileged access management software vaults admin and service credentials, grants elevated access for limited periods, and records privileged sessions, so shared passwords and permanent admin rights stay out of use.

#1 JumpServer · also covers Devolutions PAM, Securden, Admin By Request

11 tools · 4 publish a price

Best AI Content Detectors in 2026

An AI content detector analyses text and returns an estimated likelihood that it was generated by a language model, usually per document and often per sentence, for teachers and editors.

#1 Pangram · also covers Winston AI, Originality.ai, GPTZero

11 tools · 7 publish a price

Best Antivirus Software in 2026

Antivirus software scans devices for malware, blocks malicious sites and ransomware in real time, and increasingly bundles a VPN, password manager, backup and scam protection into one yearly subscription.

#1 G DATA Total Security · also covers F-Secure Total, Emsisoft Anti-Malware Home, ESET HOME Security

12 tools · 12 publish a price

Best Data Recovery Software in 2026

Data recovery software reads storage media directly, rebuilds lost directory structure or carves files by signature, and copies the recovered data to a different drive without writing to the original.

#1 DMDE · also covers ReclaiMe File Recovery, UFS Explorer Standard Recovery, TestDisk and PhotoRec

12 tools · 8 publish a price

Best GIS Software in 2026

GIS software stores, edits, analyses and displays data tied to places, such as points, lines, areas and imagery, and produces maps, spatial measurements and datasets for planning and decisions.

#1 QGIS · also covers TatukGIS, Manifold, Maptitude

12 tools · 8 publish a price

Best PCB Design Software in 2026

PCB design software captures electronic schematics, places and routes components on a printed circuit board, checks design rules, and exports Gerber and other files for fabrication and assembly.

#1 KiCad · also covers DipTrace, LibrePCB, TARGET 3001!

12 tools · 9 publish a price

Best Statistical Software in 2026

Statistical software is a program for describing data, testing hypotheses and fitting models such as regression and ANOVA, through menus, scripts or both, for research, quality control and business analysis.

#1 Numiqo · also covers jamovi, JASP, NCSS

12 tools · 10 publish a price

Best Test Management Software in 2026

Test management software holds test cases and requirements, schedules manual and automated test runs, records results and defects, and reports coverage and release readiness to QA leads and managers.

#1 Testiny · also covers Kiwi TCMS, TestMonitor, Testmo

11 tools · 2 publish a price

Best Cloud Security Posture Management Software in 2026

Cloud security posture management software continuously inspects cloud accounts and workloads for misconfiguration, excessive exposure and compliance drift, then reports prioritised findings against frameworks such as CIS Benchmarks.

#1 Prowler · also covers ARMO, Upwind, Sysdig

12 tools · 12 publish a price

Best Email Client Software in 2026

An email client is software that connects to mailboxes and lets you read, write, search and organise messages on a desktop or phone, separate from the mail service itself.

#1 eM Client · also covers MailMate, Mimestream, Mozilla Thunderbird

12 tools · 12 publish a price

Best Error Tracking Software in 2026

Error tracking software collects exceptions, stack traces and crash reports from applications, groups duplicates, ties them to releases and users, and alerts developers, usually as a subscription metered by event volume.

#1 GlitchTip · also covers Honeybadger, AppSignal, Airbrake

11 tools · 2 publish a price

Best Fraud Detection Software in 2026

Fraud detection software analyses transactions, accounts and devices in real time, scores risk with rules and machine learning, and returns approve, review or decline decisions to shops, banks and platforms.

#1 SEON · also covers Fingerprint, Ravelin, Fraud.net

15 tools · 7 publish a price

Best Log Management Software in 2026

Log management software collects log records from applications, servers and devices, stores them for a set period, and lets teams search, filter, alert on and export them to find faults.

#1 Seq · also covers Axiom, OpenObserve, Parseable

12 tools · 10 publish a price

Best Product Analytics Software in 2026

Product analytics software captures user actions inside an app or website and reports funnels, retention, cohorts and paths, showing which features users adopt and where they drop off.

#1 OpenPanel · also covers Mitzu, Kissmetrics, Countly

12 tools · 8 publish a price

Best Test Automation Tools in 2026

Test automation tools execute scripted or recorded checks against web, mobile, desktop and API software, report pass or fail, and let teams repeat them on every release without manual effort.

#1 Endtest · also covers Robot Framework, Leapwork, testRigor

12 tools · 3 publish a price

Best API Security Tools in 2026

API security tools inventory an organisation's APIs, test them against the OWASP API Security Top 10 and business-logic flaws, and some monitor or block abusive traffic at runtime.

#1 42Crunch · also covers APIsec, Levo.ai, Escape

11 tools · 4 publish a price

Best Cloud Cost Management Software in 2026

Cloud cost management software collects provider billing data, assigns each charge to a team or product, alerts on unexpected spend and recommends or automates savings such as commitments and rightsizing.

#1 Vantage · also covers Archera, Finout, CloudZero

12 tools · 11 publish a price

Best LLM Observability Tools in 2026

LLM observability software records traces, costs, latency and evaluation scores for language-model applications and agents, either in the vendor's cloud or on infrastructure that you operate.

#1 LangWatch · also covers Laminar, Langfuse, Pydantic Logfire

11 tools · 5 publish a price

Best SaaS Management Platforms in 2026

SaaS management platforms discover the software a company uses, track subscriptions, renewals and seat usage, and reduce spend, with some adding access control, procurement or negotiation services.

#1 Cledara · also covers Sastrify, Spendflo, Josys

11 tools · 11 publish a price

Best Web Scraping Tools in 2026

A web scraping tool extracts website data into structured files or APIs, through a visual builder, a ready-made scraper or an HTTP endpoint that returns fetched and rendered pages.

#1 Web Scraper · also covers ZenRows, ScrapingBee, Scrapfly

12 tools · 2 publish a price

Best AI Governance Platforms in 2026

AI governance platforms register an organisation's AI systems, score their risks, map controls to regulations and standards, and keep audit evidence, and some also test or restrict agents at runtime.

#1 Saidot · also covers Trustible, Arthur, Lumenova AI

12 tools · 7 publish a price

Best Attack Surface Management Software in 2026

Attack surface management software continuously discovers an organisation's internet-facing assets, attributes them to owners, checks them for exposures and routes the findings into ticketing and security tools.

#1 Attaxion · also covers Detectify, Hadrian, Searchlight Exposure

11 tools · 0 publish a price

Best Bot Management Software in 2026

Bot management software scores each web, app or API request as human, good bot or malicious automation, using device, behaviour and network signals, then blocks, challenges or allows it.

#1 Netacea · also covers Kasada, DataDome, Link11 WAAP

12 tools · 3 publish a price

Best Data Observability Tools in 2026

Data observability software monitors the freshness, volume, schema and values of tables and pipelines, traces failures through lineage and alerts the owners, as a hosted service or a library.

#1 Soda · also covers Validio, Sifflet, Lightup

11 tools · 1 publish a price

Best Managed Detection and Response Services in 2026

Managed detection and response services are subscriptions in which a vendor's analysts monitor an organisation's security telemetry around the clock, investigate alerts and take or recommend containment actions.

#1 Huntress · also covers Expel, Binary Defense, eSentire

12 tools · 9 publish a price

Best Reverse ETL Tools in 2026

A reverse ETL tool reads tables or models from a data warehouse on a schedule and writes the changed records into business applications through their APIs.

#1 Polytomic · also covers Weld, Multiwoven, DinMo

11 tools · 1 publish a price

Best SOAR Platforms in 2026

SOAR (security orchestration, automation and response) software connects security tools through APIs, executes playbooks on alerts, and records cases, so analysts handle exceptions instead of repeating enrichment and containment steps.

#1 Shuffle · also covers Tines, D3 Security, Guardsix (formerly Logpoint)

11 tools · 7 publish a price

Best Software Composition Analysis Tools in 2026

Software composition analysis tools identify the third-party and open source components in an application, match them against vulnerability and licence databases, and enforce policy on what may ship.

#1 FOSSA · also covers Socket, Dependency-Track, Endor Labs

13 tools · 8 publish a price

Best Data Orchestration Tools in 2026

Data orchestration software coordinates tasks across extraction, transformation and loading systems with scheduling, dependencies, retries, alerts and run history, run by a vendor or as your own engine.

#1 Kestra · also covers Orchestra, Windmill, Mage

11 tools · 1 publish a price

Best Data Security Posture Management Software in 2026

Data security posture management software discovers and classifies sensitive data across cloud, SaaS and data-centre stores, maps the identities that can access it, and prioritises exposures for remediation.

#1 Bedrock Data · also covers Sentra, Concentric AI, Cyera

12 tools · 4 publish a price

Best Event Streaming Platforms in 2026

An event streaming platform is a durable, ordered log that applications publish events to and read from in real time, offered as a managed service or as software.

#1 Axual · also covers Aiven for Apache Kafka, Redpanda, StreamNative

11 tools · 5 publish a price

Best Internal Developer Platforms in 2026

An internal developer platform is software that lets engineering teams catalogue services, provision environments and deploy applications through governed self-service, usually as a portal, an orchestration layer or both.

#1 Cycloid · also covers Port, Humanitec, Kratix

11 tools · 3 publish a price

Best Security Ratings Platforms in 2026

Security ratings platforms score an organisation's cyber hygiene from outside-in observations such as exposed services, certificates, email authentication and leaked credentials, then refresh it so buyers can monitor suppliers continuously.

#1 DynaRisk · also covers CYRATING, Orpheus Cyber, RiskXchange

14 tools · 1 publish a price

Best Network Firewalls in 2026

A network firewall filters traffic between network zones by address, port, application and user, and increasingly inspects encrypted sessions and blocks known attacks before they reach internal systems.

#1 OPNsense · also covers Stormshield Network Security, Netgate pfSense Plus, Sophos Firewall (XGS)

12 tools · 6 publish a price

Best Accessibility Testing Software in 2026

Accessibility testing software checks web pages, documents and apps against WCAG success criteria, reports failures with the code involved, and tracks fixes over time. Some tools also guide manual checks.

#1 Pope Tech · also covers WAVE by WebAIM, Accessibility Checker, Pa11y

12 tools · 9 publish a price

Best API Testing Tools in 2026

API testing tools send requests to web services, assert on the responses and status codes, and repeat those checks from a desktop client or a build pipeline.

#1 Bruno · also covers Hoppscotch, Karate, Thunder Client

11 tools · 3 publish a price

Best Data Governance Software in 2026

Data governance software gives organisations a shared place to define business terms, assign owners, trace lineage, classify sensitive data and set access policies across their databases, warehouses and reporting tools.

#1 Dataedo · also covers Dawiso, OpenMetadata, DataHub

12 tools · 6 publish a price

Best Data Labeling Software in 2026

Data labeling software lets people draw boxes, tag text, transcribe audio or rank model outputs on a dataset, then review the results and export labelled data for training or evaluating machine-learning models.

#1 CVAT · also covers Prodigy, Label Studio, Supervisely

11 tools · 5 publish a price

Best Data Quality Software in 2026

Data quality software profiles datasets, tests them against written rules or learned patterns, cleanses and de-duplicates records, and reports failures so the owners of the source can fix them.

#1 WinPure · also covers Great Expectations, Soda, Datactics

11 tools · 3 publish a price

Best Master Data Management Software in 2026

Master data management software matches duplicate records across systems, merges them into a golden record under survivorship rules, lets stewards govern changes, and publishes the result back to operational systems.

#1 CluedIn · also covers AtroCore, Profisee, Semarchy

11 tools · 3 publish a price

Best Configuration Management Software in 2026

Configuration management software holds the intended state of servers in code, applies it through agents or SSH, reports drift and corrects it, so large fleets stay consistent and auditable.

#1 Rudder · also covers CFEngine, Chef, Puppet

11 tools · 7 publish a price

Best Data Lake Software in 2026

Data lake software holds structured and unstructured data in open files on object storage, and provides the ingestion, cataloguing, permissions and query tooling needed to analyse it.

#1 Onehouse · also covers Starburst, lakeFS, MinIO

11 tools · 6 publish a price

Best MLOps Platforms in 2026

An MLOps platform records machine learning experiments, versions data and models, runs training pipelines on managed compute and deploys models, giving teams a repeatable route from notebook to production.

#1 ZenML · also covers ClearML, Valohai, Comet

12 tools · 7 publish a price

Best Release Management Software in 2026

Release management software coordinates how software changes move from build to production, with environments, approvals, schedules, deployment automation and an audit record of what shipped and who signed it off.

#1 Octopus Deploy · also covers Gearset, Bitrise, Argo CD

11 tools · 5 publish a price

Best Container Management Software in 2026

Container management software gives teams one place to deploy, monitor and control containers across Docker hosts or Kubernetes clusters, with access rules, logs and deployment history.

#1 Portainer · also covers Komodo, Coolify, Giant Swarm

12 tools · 6 publish a price

Best Container Security Software in 2026

Container security software scans images and Kubernetes configuration for weaknesses, enforces policy before deployment and detects or blocks suspicious behaviour in running containers.

#1 Anchore · also covers Kubescape, Falco, Grype

12 tools · 6 publish a price

Best Database Monitoring Software in 2026

Database monitoring software collects performance metrics, query statistics and wait data from database servers, shows trends and slow statements, and alerts administrators when availability or capacity is at risk.

#1 dbWatch · also covers pganalyze, Redgate Monitor, Percona Monitoring and Management

13 tools · 12 publish a price

Best Feature Management Software in 2026

Feature management software stores flags and remote configuration outside the codebase, evaluates targeting rules per user or account, and records who changed what, so releases and rollbacks need no redeployment.

#1 ConfigCat · also covers Flagsmith, Unleash, FeatureHub

12 tools · 9 publish a price

Best Mobile App Testing Software in 2026

Mobile app testing software provides cloud-hosted real devices or emulators plus authoring tools, so teams can run manual and automated checks on iOS and Android builds without a lab.

#1 Maestro · also covers Kobiton, Appetize, TestGrid

11 tools · 11 publish a price

Best Prompt Management Software in 2026

Prompt management software stores, versions, tests and serves the prompts an AI application sends to language models, so they can change without a code deployment or a developer release.

#1 PromptLayer · also covers PromptHub, Promptmetheus, Langtail

13 tools · 3 publish a price

Best Synthetic Data Software in 2026

Synthetic data software creates artificial datasets that copy the structure or statistics of real data, using rules or trained models, so teams can test, build models and share data.

#1 Tonic.ai · also covers Syntho, Betterdata, Mockaroo

12 tools · 9 publish a price

Best Synthetic Monitoring Software in 2026

Synthetic monitoring software executes scripted browser, API and network checks on a schedule from chosen locations, records timings and step results, and alerts staff when a journey fails or slows.

#1 Checkly · also covers Sematext, Calibre, sitespeed.io

13 tools · 11 publish a price

Best Customer Identity and Access Management Software in 2026

Customer identity and access management software lets an organisation register its customers, authenticate them across apps with passwords, social login or passkeys, and control what each account may do.

#1 Logto · also covers Kinde, Curity Identity Server, Descope

11 tools · 1 publish a price

Best Email Archiving Software in 2026

Email archiving software copies sent and received messages into a separate store, keeps them unaltered for a set period, and lets legal, compliance and IT staff search and export them.

#1 Jatheon · also covers Global Relay, Cryoserver, MailStore

11 tools · 9 publish a price

Best Machine Translation Software in 2026

Machine translation software uses trained language models to translate text and files between languages automatically, usually offered as a web app, a plugin for translation tools, or a paid API.

#1 Lara Translate · also covers Supertext, LibreTranslate, DeepL

11 tools · 10 publish a price

Best Subscription Analytics Software in 2026

Subscription analytics software connects to billing systems and calculates recurring revenue, churn, lifetime value and cohorts, giving finance and growth teams one set of subscription metrics.

#1 ChartMogul · also covers MRR.io, Baremetrics, Subscript

12 tools · 10 publish a price

Best AI Code Review Tools in 2026

AI code review tools connect to a Git host, read each pull request, and post comments on defects, security issues and rule breaches, often with suggested fixes, before humans merge.

#1 Sourcery · also covers Korbit, Greptile, CodeRabbit

11 tools · 6 publish a price

Best Remote Support Software in 2026

Remote support software lets technicians connect to a user's computer or phone to view and control it, transfer files and chat, using on-demand session codes or installed unattended agents.

#1 HelpWire · also covers Techinline FixMe.IT, LiteManager, ISL Online

12 tools · 0 publish a price

Best Bug Bounty Platforms in 2026

Bug bounty platforms connect a company with outside security researchers who report vulnerabilities in agreed scope, and handle triage, researcher payouts and the programme's reporting.

#1 Yogosha · also covers Intigriti, Hackrate, Zerocopter

11 tools · 8 publish a price

Best DNS Hosting Providers in 2026

DNS hosting providers run the authoritative nameservers for your domains, answering queries for each record you set, and many add DNSSEC signing, failover, geographic routing and an API for changes.

#1 easyDNS · also covers DNSimple, ClouDNS, deSEC

12 tools · 6 publish a price

Best Email Encryption Software in 2026

Email encryption software scrambles outgoing messages and attachments so only the intended recipient can read them, through gateways, keys or authenticated web delivery, with administrator policies over what is protected.

#1 CipherMail · also covers Paubox, Echoworx, Hushmail

14 tools · 7 publish a price

Best Qualitative Data Analysis Software in 2026

Qualitative data analysis software lets researchers import interviews, documents and recordings, attach codes to passages, retrieve everything filed under a code, and export codes and quotes.

#1 Quirkos · also covers Dedoose, Taguette, Delve

15 tools · 14 publish a price

Best Game Engines in 2026

Game engines supply the rendering, physics, input and export code that games run on, plus the editor or framework where developers assemble scenes, logic and assets for publishing.

#1 Godot · also covers Defold, GDevelop, PlayCanvas

14 tools · 13 publish a price

Best IoT Platforms in 2026

An IoT platform registers devices, receives their readings over protocols such as MQTT, stores the data, shows it on dashboards, triggers alerts and rules, and pushes updates back to the fleet.

#1 Datacake · also covers ThingsBoard, Thinger.io, Golioth

13 tools · 2 publish a price

Best Threat Intelligence Platforms in 2026

A threat intelligence platform gathers indicators and reports about attackers from many sources, stores and enriches them, then passes them to security tools and analysts for detection.

#1 MISP · also covers Pulsedive, OpenCTI, EclecticIQ

13 tools · 5 publish a price

Best Time Series Databases in 2026

A time series database stores and queries values indexed by timestamp, handling high write rates, retention policies and time-window aggregation for monitoring, industrial and financial measurements.

#1 InfluxDB · also covers Tiger Data, VictoriaMetrics, GreptimeDB

Sales & Marketing

105 guides · 1400 tools

People & Finance

74 guides · 989 tools

Operations

94 guides · 1297 tools