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How It Works

From headstone to searchable record

Four steps turn a photograph into a verified, searchable memorial — with accountability at every handoff and families protected from confident mistakes.

Pipeline

Four steps, with accountability at each handoff

The product is simple to use because the complexity is handled in the workflow, not pushed onto the family trying to find a memorial.

Step 1

Capture

A contributor uploads a clear memorial photo plus context when available — GPS coordinates, cemetery name, and section details.

  • GPS-tagged photo upload
  • Cemetery and section identification
  • Batch upload for volunteers
  • Mobile-friendly capture app
Step 2

Extract

OCR reads names, dates, and inscription fragments without inventing missing text. Unknown data stays unknown.

  • AI-powered text extraction
  • Date parsing and validation
  • Inscription fragment matching
  • Multi-language support
Step 3

Review

Confidence scoring, duplicate detection, and human moderation resolve edge cases before anything goes public.

  • Confidence-based routing
  • Duplicate detection warnings
  • Community moderator queue
  • Source photo comparison
Step 4

Publish

The record becomes searchable with full provenance, plot detail, and a correction path for families and researchers.

  • Searchable memorial records
  • Full provenance chain
  • Correction and update path
  • Family claim and enrichment
Guardrails

The rules that keep the ledger credible

These are not abstract values. They are operating rules enforced in search, review, and moderation.

Honest Unknowns

Unknown data stays unknown instead of being guessed by the model.

Visible Provenance

Every public record keeps a visible provenance story from photo to publication.

Privacy Protection

Privacy and safety requests route through a real suppression and takedown workflow.

Safe Deduplication

Duplicate detection warns first and merges second — never silently overwrites.

Thresholds

Confidence and review

Confidence never acts alone. It only decides how quickly a human should look.

80% and above

Auto-publish

Fast path to publication when the memorial context is clean.

50% to 79%

Manual review

Manual review for uncertain names, dates, duplicates, or location context.

Below 50%

Held back

Held back until better evidence or a manual transcription is available.

0+
Cemeteries

Indexed and growing

0+
Records Digitized

Verified with provenance

0%
OCR Accuracy

On clear memorials

0hr
Avg. Review Time

From upload to publication

Help preserve history

Every photograph uploaded becomes a searchable memorial record. Join the community of volunteers, researchers, and families preserving these stories.