Systems | Development | Analytics | API | Testing

5 Best AI Penetration Testing Companies in 2026

Penetration testing has moved far beyond periodic security assessments and compliance-driven engagements. Modern enterprise environments change continuously. Cloud infrastructure evolves daily, identity permissions expand organically, and internal services become externally reachable through configuration rather than code. In parallel, attackers operate persistently, using automation to probe environments until exploitable paths emerge.

From Data to Deals: How to Build an AVM Listing Platform for Real Estate

Every successful listing starts with the right price, but in today’s fast-moving market, manually valuing properties can be slow, inconsistent, and risky. AVM platforms give brokerages the power to generate instant, data-driven valuations, helping agents set competitive prices, win more listings, and close deals faster. We break down what an AVM platform is, the challenges brokerages face, the key data and features to prioritize, and how to turn complex market data into actionable insights.

Did you expect the implementation to take longer than it actually did?

Yes, the team expected the implementation to take longer. Given the client’s secure environment, multiple pre-production setups, and many agile teams, the plan allowed for nine weeks or more. In reality, the implementation was completed in about six weeks, even with an unplanned pause, which exceeded expectations and highlighted how smoothly the rollout went — Mush Honda, Chief Quality Architect at Katalon.

How to make APIs AI-ready | Automating reviews with Swagger Studio & Spectral

As AI agents increasingly interact with APIs, design clarity and structured metadata matter more than ever. In this focused demo, Senior Solutions Engineer Mairtín Conneely take us through how to use Spectral rulesets in Swagger Studio to automatically enforce AI-ready API design standards across your OpenAPI definitions. This video covers:What “AI-ready” API design meansCreating custom Spectral rulesImporting governance rules into Swagger StudioRunning automated AI-readiness checksScaling API quality with governance automation.

Introducing the DreamFactory AI Academy | DreamFactory

Artificial intelligence is transforming how organizations access and analyze data. But for most teams, connecting AI tools to real business data remains a major challenge. Security, governance, and integration complexity often slow down or completely block AI adoption. To help developers and data teams bridge that gap, we are excited to introduce the DreamFactory AI Academy.

Confluent Cloud's Path to Post-Quantum Cryptography

At Confluent, our mission is to provide the world’s most secure and scalable data streaming platform. So we’re aware and planning for a future where the threat of a large-scale, cryptographically relevant quantum computer is able to break the public key cryptographic algorithms in use today. In fact, the Quantum-Safe Working Group of the Cloud Security Alliance set April 14, 2030, as the deadline by which companies should have their post-quantum infrastructure in place.

Cohorts Explained: How Dynamic User Groups Level-up Your Analytics Strategy

In the fast-paced world of digital analytics, understanding your users isn't just about collecting data. It's about making sense of it in ways that drive real business decisions. Enter cohorts, a powerful tool that helps you segment users based on shared behaviors and characteristics. Whether you're a marketer trying to boost retention, a product manager analyzing user engagement, or a business owner seeking deeper insights, cohorts can transform how you view your audience.