AI Custom Reports via Prompts

Users can ask natural-language reporting questions, generate permission-aware outputs, get AI summaries/highlights, save prompts, re-run saved prompts, and schedule saved prompts where feasible.

Natural languageAI report summariesSaved promptsScheduled prompts

1. Feature Overview

Prompt-based reporting reduces the need to hardcode every possible report. It converts user questions into supported filters and queries over available Journey CRM data.

Prompt: Show hot leads with no follow-up in the last 48 hours.

AI Summary: 12 hot leads need follow-up. 4 have re-tour activity and 3 are from high-value referral sources.

Next Step Suggestion: Prioritize the 4 re-tour prospects and assign overdue follow-up tasks today.

Full Results: Open full list view for all matching records.

2. Workflow

flowchart TD
A[User enters prompt] --> B[AI interprets intent]
B --> C[Validate against reportable CRM data]
C --> D[Apply permissions + property filters]
D --> E[Generate query / filters]
E --> F[Return result count + table]
F --> G[AI summary + highlights]
G --> H[Next-step suggestions]
H --> I{User action}
I -->|Open| J[Full list view URL]
I -->|Save| K[Saved Prompt]
I -->|Schedule| L[Scheduled Prompt]
I -->|Export| M[CSV / Excel / PDF]

3. Planned Capabilities

4. Example Prompts

PromptExpected OutputAI Highlight
Show hot leads with no follow-up in the last 48 hours.Prospect list view.Top overdue hot leads and suggested follow-up priority.
Show re-tour prospects by property this month.Property-level re-tour table.Properties with strongest second-visit intent.
Show post-tour surveys with negative sentiment.Survey response report.Common objections and coaching themes.
Show referral sources by conversion rate.Referrer/source performance table.Best and weakest referral sources.
Show leads who asked about pricing in the last 30 days.Intent-based prospect report.Pricing interest by property/source.

5. User Cases

Long result set handled as list view

Scenario: User asks for all prospects with no activity in 30 days and gets 400 results.

System behavior: AI provides summary/highlights inline and links to the full filtered prospect list.

Result: User gets insight immediately without overwhelming the chat/report output.

Saved report prompt

Scenario: Manager frequently checks hot leads with no recent follow-up.

System behavior: User saves the prompt and re-runs it weekly.

Result: Repeat operational reporting becomes self-service.

Scheduled executive prompt

Scenario: Executive wants a weekly re-tour snapshot.

System behavior: Saved prompt runs on schedule where enabled.

Result: Leadership receives consistent insight without manual report setup.

6. Data Boundary and Governance

7. Acceptance Criteria

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