AI diagnostics that detect and auto-fix smart grid legacy integration issues.
Energy teams suffer massive delays and ballooning costs when integrating smart grid software with legacy enterprise systems.
GridFixAI scans your smart grid APIs and legacy system logs/schemas to pinpoint incompatibilities. AI suggests precise fixes, generates patches, and simulates outcomes. Deploy with confidence, cutting troubleshooting from days to clicks and avoiding $100k+ overruns.
Energy teams in utilities responsible for deploying and integrating smart grid software
AI trained specifically on energy protocols with explainable fixes and simulation previews—beyond generic API tools.
friendly
Upload logs or schemas for AI analysis
AI identifies mismatches in protocols/data formats
Generate code patches or config changes with explanations
Test fixes in virtual grid environment
One-click apply fixes to configs
Track applied fixes and outcomes
Scan multiple projects at once
Fine-tune on your data
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| name | text | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| org_id | uuid | No |
| name | text | No |
| inputs | text | Yes |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| project_id | uuid | No |
| issues | text | No |
| confidence | int | No |
| scanned_at | timestamp | No |
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| project_id | uuid | No |
| scan_id | uuid | No |
| fix_code | text | No |
| applied | bool | No |
/api/projectsCreate project
/api/scan/:projectIdRun AI scan
/api/fixes/:scanIdGet suggested fixes
/api/simulate/:fixIdSimulate fix
/api/fixes/:id/applyApply fix
No simulation
Unlimited
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 90 | 2.5% | $64 | $768 |
| Month 6 | 380 | 6.5% | $717 | $8,604 |
Scan, diagnose, and patch integrations—smart, simple, secure for energy teams.
Post demo video in energy Twitter threads and LinkedIn groups for 'grid integration fails'. Run $100 LinkedIn ads targeting utility titles. Partner with one smart grid vendor rep for intros to their clients.
API testing
No AI fixes or grid focus
AI-powered energy-specific diagnostics
Contract testing
Manual, no auto-fixes
Proactive AI with simulations
AI models improving with anonymized scan data from utilities
AI maturity + exploding grid data volumes make auto-diagnostics feasible now.
AI accuracy on niche protocols
Fine-tune on public datasets, human review tier
OpenAI costs overrun
Rate limits, caching, tiered usage
AI skepticism in utilities
Explainability + free trials
Success: AI detects 80% known issues
Success: Users rate fixes 4/5
Success: 85% issue detection
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