Practical pydantic-ai + FastAPI starter kits for developers building LLM workflows.
Route LLM prompts across providers, see estimated spend, and start from a working FastAPI example instead of a blank repo.
Multi-LLM Cost Optimizer is the current AIFactory flagship.
| Choose this | If you want to... | Link |
|---|---|---|
| Free GitHub starter | Inspect the code, run the basic app, and decide whether the approach fits | Open the repo |
| $29 Production Acceleration Kit | Save implementation time with deployment notes, hardening checklists, routing guidance, examples, verification steps, and architecture notes | Get the Gumroad kit |
The GitHub repo is the trust layer: readable source, setup instructions, and a no-credential smoke test. Gumroad is the acceleration layer: the paid package adds the material a developer usually has to create before using a starter safely in a real project.
| Need | Free GitHub starter | $29 Production Acceleration Kit |
|---|---|---|
| Working FastAPI starter | Yes | Yes |
| Basic local setup | Yes | Yes |
| No-credential smoke test | Yes | Yes |
| Deployment guide | No | Yes |
| Production hardening checklist | No | Yes |
| Routing playbook | No | Yes |
| Operations checklist | No | Yes |
| Premium examples and buyer verification steps | No | Yes |
| Architecture and implementation notes | No | Yes |
| Commercial license notes and version history | No | Yes |
| Project | Helps you... | Availability | Next step |
|---|---|---|---|
| Multi-LLM Cost Optimizer | Route prompts across LLM providers and track estimated spend | Live flagship | Start here or buy the $29 kit |
| Slack to Notion Automation | Capture useful Slack messages into a Notion database | Coming Soon | Explore the code reference |
| GitHub Issue Triage to Linear | Turn GitHub issues into prioritized Linear tickets | Coming Soon | Explore the code reference |
| Web Scraper + Semantic Search | Scrape pages and search structured content | Coming Soon | Explore the code reference |
| Prompt Engineering Runbook | Try structured prompt/agent patterns for common workflows | Coming Soon | Explore the code reference |
| Email to Linear Auto-Triage | Convert inbound emails into Linear issues | Preview | Browse only; not packaged for sale |
| PDF / Document RAG API Starter | Explore a document search/RAG API concept | Preview | Browse only; not packaged for sale |
| Customer Support Ticket Auto-Responder | Draft support replies with human handoff | Preview | Browse only; not packaged for sale |
| Structured JSON Extractor | Extract structured data from documents | Preview | Browse only; not packaged for sale |
| Discord Community to Notion Knowledge Base | Turn Discord discussions into Notion knowledge entries | Archived | Historical reference |
| AI Meeting Notes to Linear / Notion | Convert meeting notes into action items | Archived | Historical reference |
| NicheClipCo Clipart | View an older generated clipart experiment | Explore | Separate from AIFactory's current product focus |
GitHub is for inspection and trust. Gumroad is for paid implementation acceleration. Only the Multi-LLM Cost Optimizer is currently promoted as a live paid product.