Crowd-verified AI alerts for niche crop pest threats.
Small-scale farmers growing niche crops rely on inaccurate pest detection AI plagued by high false positives, leading to unreliable pest management and potential crop losses.
Community of niche farmers verifies detections anonymously to train hyper-accurate models. Get real-time alerts from similar farms nearby. Low false positives via ensemble voting + AI.
Small-scale farmers specializing in niche crops
Crowd-verification network for peer-validated accuracy in rare crops.
friendly
See/verify nearby farm detections.
AI + crowd votes for final call.
Vote on detections without revealing farm.
Notifications from verified regional threats.
Badges/priority for active verifiers.
By crop/pest/distance.
Sell verified datasets.
Discuss detections.
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| crop_expertise | text[] | Yes |
| created_at | timestamp | No |
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| region | text | No |
| crop_types | text[] | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| farm_id | uuid | No |
| image_url | text | No |
| pest_type | text | No |
| votes_yes | int | No |
| votes_no | int | No |
| status | text | No |
| created_at | timestamp | No |
Relationships:
/api/detectionsSubmit for community review
/api/detections/:id/voteVote yes/no
/api/feed/:regionCommunity detections
/api/alertsPersonalized alerts
/api/stats/user/:idContribution badges
No submits
None
None
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 80 | 5% | $116 | $1,392 |
| Month 6 | 600 | 10% | $1,740 | $20,880 |
Crowd-powered AI – accurate alerts from your peers.
Seed with 3 niche farmer influencers from Instagram/TikTok (e.g., saffron, goji berry growers), give free Pro + promo codes. Post in niche forums like 'Exotic Crop Growers'. Run $50 FB ad to ag groups.
Crowd ID
Not ag-specific
Niche pest focus + alerts
Precision
No community
Network effects
Network effects from verification data flywheel.
Social AI + farmer co-op digital shift post-pandemic.
Slow network bootstrap
Seed with experts
Data sharing IP
Anon + TOS
Vote spam
Expertise gating
Success: 50 signups
Success: 100 verifications
Success: 3x growth
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