Prevent crop yield software crashes with instant data validation and fixes.
University students experience crashes in crop yield prediction software during data imports, halting their thesis work.
YieldGuard scans your CSV or Excel files for common import errors before uploading to prediction software. It auto-detects issues like missing columns, invalid formats, or outliers and suggests one-click fixes. Students resume thesis work without data loss or crashes.
University students in agronomy, agriculture, or related fields conducting thesis research with crop yield prediction software
Specialized for crop yield prediction software with pre-built templates for popular tools like DSSAT and APSIM.
supportive
Upload datasets and get instant validation report highlighting errors.
One-click fixes for format mismatches, missing values, and data types.
Preset validation rules for DSSAT, APSIM, and other yield predictors.
Download cleaned files optimized for import.
Track past validations and download PDF reports for thesis.
Validate multiple files at once.
Get notified of critical errors via email.
Define your own validation rules.
Direct API for software plugins.
Share validation reports with advisors.
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| created_at | timestamp | No |
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| filename | text | No |
| status | text | No |
| errors_count | int | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| validation_id | uuid | No |
| file_url | text | No |
| is_fixed | bool | No |
Relationships:
/api/validationsCreate new validation by uploading file
/api/validations/:idGet validation details and report
/api/validations/:id/fixApply auto-fixes and generate cleaned file
/api/users/validationsList user's validation history
No batch, no history >1mo
10GB storage
Unlimited storage
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 100 | 2% | $16 | $192 |
| Month 6 | 800 | 6% | $384 | $4,608 |
YieldGuard fixes import errors for DSSAT, APSIM & more, so your thesis stays on track.
Post in r/agronomy, r/Agriculture, and university Discord servers with a free beta invite link. DM 10 thesis students from LinkedIn agronomy groups offering free Pro for feedback. Share a demo video in agriculture student Facebook groups.
Powerful data cleaning
No agri-specific templates, steep learning curve
One-click fixes tailored to yield prediction software
Enterprise scale
Overkill for students, expensive
$8/mo student pricing with instant agri templates
Proprietary dataset of common crop yield import errors from user submissions, improving auto-fixes over time.
Rise in ML-based crop prediction for theses amid climate research boom; students overwhelmed by data prep.
Complex file formats not covered
Start with top 3 softwares, add via user votes
Low awareness of pain point
Targeted Reddit/LinkedIn ads to agronomy keywords
Slow validation on large files
Chunk processing in edge functions
Success: 80% confirm crashes, interested in $8 tool
Success: 70% retention, 3 pay
Success: 200 signups
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