TPThai Procurement IntelligenceBilingual public-data evidence platform
Official Snapshot DatasetBounded attributed snapshot; not complete or real-time.

Methodology

Architecture and operating constraints for a personal portfolio project focused on AI engineering and data engineering.

Data source strategy

Synthetic mode remains the deterministic default. Official mode uses a separately ingested, checksummed 250-record DGA/data.go.th snapshot with record-level attribution; the two modes are never aggregated.

AI design

LLM calls are optional, provider-based, and evidence limited. Gemini and OpenRouter providers sit behind the same interface as the deterministic mock provider, and summaries are cached in the database.

Cost control

The demo works without private API keys. Embeddings use a local deterministic fallback, summary generation is cached, and deployment targets free-tier Vercel, hosted FastAPI, and Supabase PostgreSQL.

Privacy boundary

The bounded official snapshot excludes supplier names and legal identifiers. Public data is not proof of wrongdoing, and this project does not rank agencies or vendors as suspicious.

Bounded evidence

The snapshot is used to demonstrate acquisition, mapping, quality checks, provenance, retrieval, and citations. It is incomplete, may become stale, and does not represent the entire Thai procurement system.