A field-execution advisor for real outdoor work.

Manna-Materialize turns site-visit facts, photos, job notes, constraints, and saved build references into practical execution guidance for landscaping and small physical builds.

Landscape owns leads and quote flow. Materialize owns advisory logic: what is known, what is inferred, what is missing, and what the person doing the job should watch for.

Workflow

From property context to execution guidance

Lead and visit

A job starts from a customer request, site visit, notes, and photos.

Input

Context packet

Known facts, owner-provided facts, constraints, observations, and questions are structured.

Truth layer

Advisory report

The output separates instructions, missing info, confidence, and practical execution risks.

Guidance

Not Generic Chat

The project should depend on structured job context, not vibes.

Not Quote Authority

Pricing and customer operations stay distinct from execution advice.

Truth Labeled

Known, supplied, source-backed, inferred, and missing information stay separate.

Human Reviewed

Nothing external is sent without review.