PromptLayer
Make prompt quality operational

Build release checks and incident workflows from PromptLayer templates, request logs, and evaluation tables. Connect recorded failures to prompt versions and turn them into tested application fixes. Build a searchable evidence trail across request logs, registered tools, and workflow definitions.

Yes. Start with a mission such as 'Build a prompt release gate'. SPIRITT builds the application, source mappings, validation, and operations queue around the connected account. Turn table results into a living quality console with owners for unresolved failures.

SPIRITT searches tagged PromptLayer request logs, retrieves the recorded inputs, outputs and scores, and groups failures by prompt version. It links each group to repair work in Linear and GitHub through their separate connections. The bad-answer queue stays open until new request records show that the agreed failure cases pass; a merged code change alone does not close it.

Connect the companion apps your mission needs: GitHub to fix prompt integration code; Linear to track evaluation failures; Slack to route quality incidents. SPIRITT coordinates the separate systems and verifies each handoff.

PromptLayer supplies template versions, registry definitions, request logs, and table data. SPIRITT builds checks and delivery workflows around that evidence; model execution and code changes happen in your separately connected application environment.

Open a SPIRITT workspace, connect PromptLayer, and hand over a mission such as 'Build a prompt release gate'. Name the target account or records, the outcome, and the companion apps involved. Set the approved scope for changes and customer-facing actions before the workflow runs.