Ask Spara AI
An AI assistant built into the Agent Editor that helps you analyze, debug, and improve your agent's prompt.
Ask Spara AI is an AI assistant built into the Spara platform that helps you understand and improve your agents. Ask it questions about your prompt, and it responds with analysis, specific line citations from your instructions, and edits you can apply with a single click — without leaving the editor.
Where to find it
Ask Spara AI is available in two places:
In the Chat Agent Editor — Ask Spara AI is accessible in the right-hand panel of the editor. Toggle between the Testing interface and Ask Spara AI using the tab at the top of the panel. This lets you read and edit the prompt on the left while getting AI feedback on the right.
In the Voice Agent test panel — Voice agents have a dedicated Ask Spara AI tab in their test panel, alongside the other testing options. This gives you prompt analysis in the same place you test calls, without navigating away from the agent.
What you can ask
Ask Spara AI can answer questions across several categories:
Diagnosing agent behavior
"Why did the agent respond this way?" — references the most recent test conversation
"Find examples in the test conversation where the agent didn't follow the prompt"
"Review the tools configured on this agent"
Auditing the prompt
"Check for conflicting instructions"
"Are there any gaps in how I've handled objections?"
"Summarize the instructions"
Improving the prompt
"How do I make the agent respond with shorter, friendlier sentences?"
"Rewrite the qualification section to be more direct"
"Add instructions for handling pricing questions"
How edits work
When Ask Spara AI suggests a change to your prompt, it shows an edit card — a diff-style preview of the proposed change alongside the relevant section of your prompt. Click Apply to accept the edit directly into your draft. You can accept or dismiss each suggestion independently.
Applying an edit does not publish the agent — it saves to your draft. Review the result in the testing interface, then publish when you're satisfied.
FAQ
Does Ask Spara AI have access to my lead conversations?
In the Agent Editor, Ask Spara AI has access to the active test conversation on the right-hand panel. It uses that context when you ask questions like "why did the agent say that?" For real lead conversations, Ask Spara AI does not have access — it works from the prompt and the test session only.
Can I ask it to rewrite the whole prompt?
Yes, but starting with targeted questions generally produces better results. Ask it to audit a specific section, apply the edit, test the result, and repeat — rather than requesting a full rewrite in one go.
Are Ask Spara AI conversations saved?
The Ask Spara AI conversation is session-based and resets when you navigate away from the editor. Your applied edits are saved to the draft, but the chat history is not.
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