FundBot

Knowledge-backed conversations and donor outreach workflows.

Live Nova Lite assistant · Synthetic demo records · Older project source audited.

Live AI · Synthetic data. Type your own requests below. The assistant calls real retrieval and lookup tools over fictional demo data using AWS Bedrock. It does not access private records, send emails or make appointments. The older AWS prototype backends remain separate.

The problem

The implemented approach

The system in five steps.

Architecture summarized from the existing implementation. Explore a representative workflow below.

Try the live assistant.

Ask a question about the sample data or workflow. Follow-up questions retain this page's recent conversation.

Model responses consume AWS Free-plan credits. Shared limit: 15 questions per visitor per hour. Fictional data; no external actions.

Inspect the deterministic sample workflow

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Examples are fictional. Changes last only in this page session.

    Capabilities demonstrated

      Evidence behind the case study

        Audit: 13 October 2026. Project source was inspected without publishing account identifiers, credentials or private records.

        What I learned.

        Scope and remaining work

        Have a similar workflow?

        Tell me about your users, approved data sources and the task you want to improve. We can define a focused prototype and checks that show whether it works.