
Airtable
mlsql
SQL Chat
Fieldbook
sqlTranslate
Outerbase
TablePlus
Communicate with databases like a human

Browser Use
Browserbase
Airtop
Intuned
Scalebrowser
Firecrawl
Browser MCP
Notte is the fastest, most reliable framework for Browser Using Agents. We provide an open-core browser infrastructure with a perception layer turning webpages into an action API in text—making it simple for LLMs to read, understand, and act on sites

Which is more popular?
Website, pricing, platforms and company facts side by side.
|
|
|
|
|---|---|---|
| Website | friendlydata.io | notte.cc |
| Pricing | — | |
| Company | — | Startup from Switzerland · 1 - 9 employees · 2025 |
| Listed in |
In their own words, as submitted to SaaSHub.


No description of FriendlyData yet.
What is Notte? Notte provides a full-stack framework for building, deploying, and scaling web AI agents via a single API. It transforms the internet into an agent-friendly environment by mapping websites into structured, natural language descriptions, enabling agents to navigate and interact...
What each product offers, as listed by its team.


Possible disadvantages
No features have been listed yet.
An editorial look at what each product does well and who it suits.


No analysis of FriendlyData yet.
Overall verdict
Why this product is good
Recommended for
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing FriendlyData and notte.
notte's answer:
Notte is built with Python and accessible via Python SDK or REST API. It performs deep DOM parsing and uses a semantic abstraction layer informed by graph-based reasoning — though the graph itself isn’t fully materialised in code. The SDK exposes a clean interface for LLM integration.
notte's answer:
Notte is purpose-built for LLM agents. It doesn’t just click DOM elements — it understands the intent behind them. That means faster, more reliable agents, no brittle scripts, and seamless integration via API or SDK. It replaces scraping + Playwright stacks with one clean abstraction layer.
notte's answer:
Notte turns the web into structured, semantic maps tailored for LLMs — enabling perception, navigation, and action. Unlike traditional browser automation, Notte abstracts away fragile HTML into high-level actions and natural language descriptions, reducing hallucinations, tokens, and latency.
notte's answer:
Developers building LLM agents, automation workflows, or AI-native applications. Early adopters in infra, QA, RPA, and AI tooling who want to go beyond brittle web scraping and fragile automation toward agentic, semantic control of the internet.
notte's answer:
Notte was founded by Andrea and Lucas, two ML researchers who met at EPFL in 2019 and have been building together ever since. After working across top research labs, they saw a clear gap: existing browser automation tools weren’t built for LLMs. Notte is their response — a framework that makes the web usable for agents through structured, semantic understanding. It’s designed to bridge research and real-world execution.
Share your experience with using FriendlyData and notte. For example, how are they different and which one is better?
When comparing FriendlyData and notte, you can also consider the following products.

Airtable works like a spreadsheet but gives you the power of a database to organize anything. Sign up for free.
Compare Airtable to FriendlyData or notte:

Affordable stealth browser infrastructure and AI agents in one platform.
Compare Browser Use to FriendlyData or notte:

Infer SQL queries from plain-text questions and table headers.
Compare mlsql to FriendlyData or notte:


Chat-based SQL Client and Editor for the next decade
Compare SQL Chat to FriendlyData or notte:

Scrape and control any site with AI-powered cloud browsers
Compare Airtop to FriendlyData or notte: