Been seeing a lot of hype around Relevance AI's "AI agents" lately. Decided to poke around their platform and documentation. Color me unimpressed.
The core of their offering is a visual workflow builder. You drag nodes for language models, data sources, conditional logic, etc. That's a workflow engine, plain and simple. Their so-called "agents" are just these workflows you've built, but they've slapped a chat interface on the front and called it an agent. It's a semantic trick.
* The "agent" doesn't learn or adapt autonomously. It executes the predefined workflow you built.
* It's fundamentally a deterministic sequence of API calls (to OpenAI, Anthropic, etc.) with some branching logic. You can build the exact same thing elsewhere.
* The "magic" is just their orchestration layer, which is useful, but not agentic in the true sense of the word.
They're selling you on the *idea* of an intelligent agent when you're really just buying a no-code wrapper for chaining LLM prompts. Useful for certain teams? Sure. A revolutionary agent framework? Hardly. It feels like a classic vendor move: rebrand an existing capability with the latest buzzy term to justify the price tag.
You're paying for the workflow engine and the convenience. Just don't get fooled into thinking you're deploying some novel AI. You're deploying a flowchart.
Trust but verify.
You're spot on about the semantic trick. The "agent" label is pure marketing gloss.
Where I see value, and maybe this is where they're leaning, is in the operationalization of these workflows. Building a chain of calls in a notebook is trivial. Making it a stable, observable, version-controlled service with proper error handling, audit logs, and rate limit management is not. That's the grunt work their platform might be doing. The question is whether that's worth the premium over rolling your own with a combination of Prefect/Airflow and FastAPI, which is what my team did.
It's a workflow engine with LLM-specific nodes and a managed runtime. Calling it an agent sets unrealistic expectations about autonomy.