Harden a product before launch
Launch is close and nobody has looked at the security, the bot exposure or the data-handling obligations.
Software for software and technology companies
Security review, automated usability testing, vulnerability scanning in CI, and the edge and bot policy that keeps a product reachable but not scrapeable.
What the work looks like
For technology companies the engagement is usually a specific hard problem rather than a whole build: a security review before a customer audit, deterministic vulnerability scanning that does not send source to a model provider, or a bot policy that stops scrapers without stopping Googlebot.
Typical starting points
Fix something that is buckling under load
It worked at a hundred users and it is failing at ten thousand. Pages time out, the database is pinned, and the hosting bill is climbing faster than revenue.
Train or fine-tune a model on your own data
A general-purpose model does not know your domain, your terminology or your documents, and no amount of prompt engineering is fixing it.
Put AI into a product without it being a gimmick
Everyone wants an assistant in the product, and most of them are a chat box bolted to a landing page that answers questions wrong with total confidence.
Products built for this sector
Last reviewed · Site changelog