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making the AI hints less verbose and with no special characters

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Pull request overview

This pull request simplifies AI hints across the demo models by removing special characters (backticks, arrow symbols, parentheses) and making the language more concise and natural. The changes improve readability for AI processing while maintaining the essential guidance about model usage. Additionally, a new ROI metric is added to the leads model to track marketing return on investment.

Key changes:

  • Removed backticks from field references (e.g., conversion_rate → conversion_rate)
  • Replaced arrow symbols with plain text (e.g., → becomes "to")
  • Simplified explanatory parentheses into natural language flow
  • Added new ROI metric to measure lead cost effectiveness

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated no comments.

File Description
models/demo/leads.yml Simplified all AI hints by removing special characters and verbose explanations; added new ROI metric for marketing analysis
models/demo/deals.yml Simplified all AI hints by removing special characters and verbose explanations for consistency with leads model

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github-actions bot commented Dec 3, 2025

@torimwhaley torimwhaley changed the title Feix SaaS Demo: adjust ai hints Fix SaaS Demo: adjust ai hints Dec 3, 2025
Simplified AI hints across deals and leads models by:
- Removing verbose explanations and reducing to essential guidance
- Replacing special characters (arrows, em dashes, backticks) with plain text
- Using "from X to Y" instead of arrow symbols
- Using "like" instead of "e.g." with parentheses
- Removing backticks around field names for cleaner appearance

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
@torimwhaley torimwhaley force-pushed the origin/partner-program-ai-demo branch from a89ccea to 0a65493 Compare January 16, 2026 20:39
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Lightdash Validation Results

Validating default project 2cc7b1db-c5b5-40c2-b35b-9dfc88d5494f

-   Waiting for validation to finish
✖   Validation finished in 3s with 10 errors


- Tables: 0 errors
- Charts: 9 errors
- Dashboards: 1 errors


NAME                                  LAST UPDATED BY LAST UPDATED AT ERROR                                                                     
AFTER: YoY monthly with % change      Jess Hitchcock    2025-11-26    Filter error: the field 'previous_year' no longer exists                  
example validator error               Oliver Ramsay     2025-10-22    Dimension error: the field 'accounts_account_name' no longer exists       
example validator error               Oliver Ramsay     2025-10-22    Dimension error: the field 'deals_stage' no longer exists                 
example validator error               Oliver Ramsay     2025-10-22    Metric error: the field 'deals_total_seats' no longer exists              
example validator error               Oliver Ramsay     2025-10-22    Sorting error: the field 'deals_stage' no longer exists                   
Legend showing duplicate values       Jess Hitchcock    2025-11-04    Dimension error: the field 'deals_created_date_day' no longer exists      
Legend showing duplicate values       Jess Hitchcock    2025-11-04    Filter error: the field 'deals_created_date_day' no longer exists         
Legend showing duplicate values       Jess Hitchcock    2025-11-04    Metric error: the field 'deals_total_amount' no longer exists             
Legend showing duplicate values       Jess Hitchcock    2025-11-04    Sorting error: the field 'deals_created_date_day' no longer exists        
PoPstars: Period over period examples Jess Hitchcock    2025-11-26    The chart 'AFTER: YoY monthly with % change ' is broken on this dashboard.

--> To see these errors in Lightdash, run lightdash preview

Note: 9 chart configuration warnings hidden. Use --show-chart-configuration-warnings to show.

This validation check is informational and does not block merging.

@torimwhaley torimwhaley merged commit 692e349 into main Jan 16, 2026
3 checks passed
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2 participants