FieldWork

What is FieldWork?

FieldWork is a community organising tool built by South of the Forge. It helps volunteers capture conversations on doorsteps — without clipboards, forms, or apps getting in the way.

You talk to someone. You record a voice note. The system does the rest.

How does it work?

  1. 1.You knock on a door and have a conversation
  2. 2.You open Telegram on your phone and find @lifehousedoorbot
  3. 3.You hold the mic button and describe what you heard — the address, what the person said, what they're interested in, any skills or resources they mentioned
  4. 4.You send it — that's it, you're done
  5. 5.The system transcribes your voice note using AI speech recognition
  6. 6.An LLM extracts the key information — names, addresses, skills, concerns, contact outcomes
  7. 7.Everything lands in a database ready for the organising team to use

What do I need?

Privacy & Data

  • Voice notes are processed by our own servers — nothing goes to OpenAI, Google, or any third party
  • All infrastructure is self-hosted on hardware we control
  • Personal data is stored separately from identifiable information (GDPR-aware design)
  • The database password will be changed before any real community data is captured
  • Consent mechanisms are being built for Phase 2

What's on this dashboard?

The right side of this page shows live output from the system:

  • Raw Transcriptions — what the speech-to-text heard from each voice note (appears within 1 minute)
  • Extracted Data — what the LLM pulled out: contact outcomes, skills, resources, concerns (appears automatically 3-6 minutes after transcription)

⏱ Processing Timeline:
The LLM extraction happens automatically but takes several minutes after the transcription completes. The dashboard auto-refreshes every 30 seconds, so extracted data will appear without manual refresh.

This is a prototype dashboard for the organising team. It will evolve as the project develops.

Live Dashboard

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Raw Transcriptions

LLM Extraction Output