AI detects & adapts your attendance data to any K-12 state's legacy format—deploy in minutes.
Solo operators deploying K-12 attendance tracking face high churn from integration failures with legacy government systems, blocking solo scaling.
Upload sample data and a legacy spec PDF; AI infers mappings, generates adapters, and provides embeddable JS widget for your app. It handles edge cases like date formats and validation rules unique to each state DOE system. Your customers get seamless 'export & submit' without your team touching code.
Solo edtech entrepreneurs or developers selling attendance tracking software to K-12 schools
AI-powered format inference from PDFs/docs + embeddable widget—adapts dynamically as districts change rules.
friendly
Upload data sample + spec; AI builds mapping.
Copy-paste JS snippet for instant export in your app.
Re-trains on failures, handles format drifts.
50 US state starters with auto-updates.
Test exports interactively.
Rollback mappings if district changes break.
Collaborate on adapters with clients.
Auto-extract rules from uploaded docs.
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| api_key | text | No |
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| name | text | No |
| state | text | No |
| mapping_model | text | No |
| user_id | uuid | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| adapter_id | uuid | No |
| status | text | No |
| widget_logs | text | Yes |
| user_id | uuid | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| code | text | No |
| default_specs | text | Yes |
/api/adaptersTrain new adapter via AI
/api/widget/exportGenerate export (widget endpoint)
/api/adapters/:idGet embed code
/api/exportsHistory
No AI training
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 25 | 12% | $75 | $900 |
| Month 6 | 200 | 18% | $900 | $10,800 |
Train adapters from PDFs, embed anywhere—your attendance app just works with any district.
Run $50 Twitter ads to 'edtech solo' keywords; Post demo on Product Hunt 'Made with AI'; Email 20 from EdTech Founders newsletter.
All-in-one SIS
No indie tools
AI for custom apps
Standards
Dev heavy
AI no-code
AI models improve with usage data (opt-in), creating accuracy flywheel.
AI maturity + 2024 DOE format updates create perfect window for automated tools.
AI hallucination in mappings
Human review loop + presets
OpenAI costs spike
Tiered usage, caching
States modernize
Pivot to new standards
Success: 90% first-pass
Success: Repeat exports
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