Problem
Users want to analyze eval results in external tools (Excel, Jupyter, R, Tableau) but GoEvals only shows data in the dashboard.
Proposed Solution
Add export functionality:
- Export to CSV (for Excel, Google Sheets)
- Export to JSON (for programmatic analysis)
- Filter before export (date range, model, score threshold)
- Batch export (all results or selection)
Competitive Context
- Langfuse: API export with filters
- Phoenix: Dataset export for fine-tuning
- Helicone: CSV/JSON export built-in
GoEvals approach: Client-side export using browser APIs, no server-side processing needed.
Implementation
-
Add export buttons to dashboard:
- "Export to CSV" button
- "Export to JSON" button
- Filter controls (date range, model selection)
-
Client-side export logic:
// Server: Provide filtered results as JSON
func handleExportJSON(w http.ResponseWriter, r *http.Request) {
// Parse filters from query params
results := filterResults(allResults, filters)
json.NewEncoder(w).Encode(results)
}
// Client: Browser downloads as file
<button onclick="downloadCSV()">Export to CSV</button>
- CSV format:
timestamp,model,test_id,combined_score,accuracy,fluency,response_time_ms
2025-10-26T14:30:00Z,gemma2:2b,eval_001,0.85,0.90,0.88,1234
Value for SafeReader
- Statistical analysis: Run t-tests comparing models in R/Python
- Reporting: Create monthly performance reports in Excel
- Sharing: Send eval results to stakeholders as CSV
- Archiving: Backup results outside JSONL format
Philosophy
- Client-side export - no server processing overhead
- Stdlib only - generate CSV/JSON in Go
- Local-first - export happens in browser
- No external services - no cloud export APIs
Success Metrics
- Export 1000+ results to CSV in < 2 seconds
- CSV opens correctly in Excel/Google Sheets
- JSON is valid and parseable by jq/Python
Problem
Users want to analyze eval results in external tools (Excel, Jupyter, R, Tableau) but GoEvals only shows data in the dashboard.
Proposed Solution
Add export functionality:
Competitive Context
GoEvals approach: Client-side export using browser APIs, no server-side processing needed.
Implementation
Add export buttons to dashboard:
Client-side export logic:
Value for SafeReader
Philosophy
Success Metrics