Liam O’Connor

Years in this space

I've evaluated a lot of these over the years. What stands out here is agent and workflow abstractions — handled better than most — and native PHP integration with existing apps. Requires PHP and AI development knowledge is my one real gripe. Worth the time if this is your use case.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on chat-based data querying, and conversational interface speeds up exploration caught me off guard. NLP may misinterpret ambiguous questions is why this isn't a perfect score, still, I'd recommend giving it a real trial.

Solid for our team

We rolled this out across the team last quarter and it saves real time. The integrations fits neatly into how we already work, and the dashboard removed a step we used to do by hand. Pricing gets steep at scale, which is the main caveat, but it has held up under daily use.

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on public web crawling for photo matches, and fast and accurate face-based image search caught me off guard. still, I'd recommend giving it a real trial.

Solid for our team

We rolled this out across the team last quarter and it saves real time. The integrations fits neatly into how we already work, and the core workflow removed a step we used to do by hand. but it has held up under daily use.

Solid for our team

We rolled this out across the team last quarter and works as autonomous agent or human-assist mode. Custom AI model trained on business data fits neatly into how we already work, and helpdesk and CRM integrations removed a step we used to do by hand. Requires quality historical data for best results, which is the main caveat, but it has held up under daily use.