Cyclr

No B2B SaaS product operates in isolation anymore. It sits inside a customer's existing technology stack, next to their CRM, their finance tools, their internal AI agents, and it's expected to work with all of it. Interoperability has moved from a nice-to

If you want AI agents and LLM-powered workflows to interact reliably with your product, the challenge usually isn't just model quality. It's API usability. A lot of APIs were designed for human developers working step by step through highly granular opera

As more SaaS companies move from experimenting with AI to building it into their products, one question keeps surfacing: how do we make this scale? It is easy to connect an AI agent to a single system and watch it work in a demo. It is much harder to run

As AI agents become a standard feature across enterprise software, SaaS vendors face a new architectural challenge: how should product capabilities be exposed to AI? Should you allow agents to call your APIs directly? Should requests be routed through mid

As businesses move from experimenting with AI to operationalizing it, one challenge shows up quickly: consistency. It's easy to get an AI assistant to do something useful once. It's much harder to get it to do the same thing predictably, accurately, and r

As AI agents become increasingly capable, expectations are shifting. Users no longer want AI to simply answer questions; they want it to take action. This is where the combination of Model Context Protocol (MCP) and integration workflows becomes particula

Every enterprise wants to take advantage of AI. The challenge isn't deploying the latest large language model (LLM)-it's connecting that AI to decades of business systems without creating security risks, brittle integrations or expensive redevelopment pro

Everyone is talking about MCP right now. But simply exposing tools to AI agents isn't what makes an MCP platform effective. The real challenge is this: can an LLM actually understand your tools well enough to use them reliably? That's where Cyclr has an e

For years, most software applications were built as a single package. The user interface, business logic and database all lived together in one tightly coupled application. That approach worked well when software was primarily accessed through a web brows

Recently Prismatic took the brave decision of open sourcing their connector library. They also made the bold assertion that 'Connectors are the commodity'. We thought we might take the time to make the counter argument. The first thing to point out is the