221 Labs
Form intelligence that protects the quality of what enters your systems.
221 Labs centers on FIRE — Form Intelligence Risk Evaluation — an approach to assessing form submissions for signals of unwanted or suspicious activity. The connection it addresses is the one between form quality, CRM hygiene, and useful marketing data: when junk submissions enter your CRM, they distort reporting, waste sales time, and erode trust in marketing's output. 221 Labs is designed to evaluate submissions at the point of entry.
What it demonstrates
221 Labs represents the founder's work on form intelligence and the data-quality problem at the start of the pipeline. It's shared here as a product, not as a guarantee of perfect detection or universal compatibility.
The public website URL for 221 Labs is configurable. It will be added once the owner confirms the preferred destination.
221 Labs does not disclose proprietary scoring logic or its underlying provider. It does not imply that all automated traffic is malicious or that it guarantees protection from every threat.
Curious about 221 Labs?
Let's talk about how it fits your situation.