A committed qualification sample checked account evidence, produced an explainable score, and prepared a reviewed follow-up without sending or changing CRM data.
The Sample replays committed fixtures. It calls no model, app, browser, or external service.
Combines CRM context with bounded browser research, explains the qualification decision, creates an unsent email draft, and updates the lead after approval.
You can inspect the Sample without connecting anything. Codelit asks for these connections only when you switch the remix to your own data or a live run.
Compare the job, proof, apps, and approval boundary before choosing.
A committed lead sample produced an explainable fit score, confidence level, owner, and next action without inventing missing facts.
Model estimate
$0.02-$0.08 / live run
A committed HubSpot sample evaluated lead evidence, selected a transparent route, and prepared a reviewed CRM handoff without changing customer data.
Model estimate
$0.02-$0.07 / live run