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Your financial questions, explainedConsumer finance · CFPB sources
Development demo

A LITTLE LESS CONFUSION. A LITTLE MORE CLARITY.

Money questions.
Clearer answers.

Understand credit cards, credit reports, and consumer rights—with sources you can open and evidence limits you can see.

Source-linkedSource wordingClear limits
Start with an exampleCurated previews · not live AI answers
Leave out account numbers and personal details

Custom questions return source excerpts by default. Examples remain curated. Check the full article for context and applicability.

ABOUT THE PROJECT

Clarity, with evidence.

FinCite explores how retrieval-augmented generation (RAG) and LoRA fine-tuning can improve consumer finance answers.

The project has source ingestion, hybrid retrieval, reranking, and a fine-tuning experiment. Evaluation is still in development; final accuracy and hallucination-reduction claims have not been established.

Custom questions show ranked source excerpts by default; example buttons show curated answers. Excerpts may be incomplete or irrelevant. Fine-tuned generation is available only as an experimental mode. FinCite does not access bank accounts or freeze credit reports.

Explore code and development results